{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of Mcdonald" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Please answer the following questions based on Mcdonald CSV" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Plot graphically which food categories have the highest and lowest varieties." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Which all variables have an outlier?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Which variables have the highest correlation? Plot them and find out the value?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Which category contributes to the maximum % of Cholesterol in a diet (% daily value)?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Which item contributes maximum to the Sodium intake?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Which 4 food items contain the most amount of Saturated Fat?" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# Import lib for the data set" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from warnings import filterwarnings\n", "filterwarnings(\"ignore\")\n", "pd.set_option('display.float_format', lambda x: '%.2f' % x)\n", "import scipy.stats as stats\n", "import pandas_profiling as pdpro" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# Get the Data\n", "df = pd.read_csv('Mcdonald.csv')" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CategoryItemServing SizeCaloriesCalories from FatTotal FatTotal Fat (% Daily Value)Saturated FatSaturated Fat (% Daily Value)Trans Fat...CarbohydratesCarbohydrates (% Daily Value)Dietary FiberDietary Fiber (% Daily Value)SugarsProteinVitamin A (% Daily Value)Vitamin C (% Daily Value)Calcium (% Daily Value)Iron (% Daily Value)
0BreakfastEgg McMuffin4.8 oz (136 g)30012013.00205.00250.00...31104173171002515
1BreakfastEgg White Delight4.8 oz (135 g)250708.00123.00150.00...301041731860258
2BreakfastSausage McMuffin3.9 oz (111 g)37020023.00358.00420.00...2910417214802510
3BreakfastSausage McMuffin with Egg5.7 oz (161 g)45025028.004310.00520.00...30104172211503015
4BreakfastSausage McMuffin with Egg Whites5.7 oz (161 g)40021023.00358.00420.00...3010417221602510
..................................................................
255Smoothies & ShakesMcFlurry with Oreo Cookies (Small)10.1 oz (285 g)51015017.00269.00440.50...8027146412150408
256Smoothies & ShakesMcFlurry with Oreo Cookies (Medium)13.4 oz (381 g)69020023.003512.00581.00...106351585152005010
257Smoothies & ShakesMcFlurry with Oreo Cookies (Snack)6.7 oz (190 g)34010011.00176.00290.00...531812438100256
258Smoothies & ShakesMcFlurry with Reese's Peanut Butter Cups (Medium)14.2 oz (403 g)81029032.005015.00761.00...114382910321200606
259Smoothies & ShakesMcFlurry with Reese's Peanut Butter Cups (Snack)7.1 oz (202 g)41015016.00258.00380.00...5719155110100304
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260 rows × 24 columns

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" ], "text/plain": [ " Category Item \\\n", "0 Breakfast Egg McMuffin \n", "1 Breakfast Egg White Delight \n", "2 Breakfast Sausage McMuffin \n", "3 Breakfast Sausage McMuffin with Egg \n", "4 Breakfast Sausage McMuffin with Egg Whites \n", ".. ... ... \n", "255 Smoothies & Shakes McFlurry with Oreo Cookies (Small) \n", "256 Smoothies & Shakes McFlurry with Oreo Cookies (Medium) \n", "257 Smoothies & Shakes McFlurry with Oreo Cookies (Snack) \n", "258 Smoothies & Shakes McFlurry with Reese's Peanut Butter Cups (Medium) \n", "259 Smoothies & Shakes McFlurry with Reese's Peanut Butter Cups (Snack) \n", "\n", " Serving Size Calories Calories from Fat Total Fat \\\n", "0 4.8 oz (136 g) 300 120 13.00 \n", "1 4.8 oz (135 g) 250 70 8.00 \n", "2 3.9 oz (111 g) 370 200 23.00 \n", "3 5.7 oz (161 g) 450 250 28.00 \n", "4 5.7 oz (161 g) 400 210 23.00 \n", ".. ... ... ... ... \n", "255 10.1 oz (285 g) 510 150 17.00 \n", "256 13.4 oz (381 g) 690 200 23.00 \n", "257 6.7 oz (190 g) 340 100 11.00 \n", "258 14.2 oz (403 g) 810 290 32.00 \n", "259 7.1 oz (202 g) 410 150 16.00 \n", "\n", " Total Fat (% Daily Value) Saturated Fat Saturated Fat (% Daily Value) \\\n", "0 20 5.00 25 \n", "1 12 3.00 15 \n", "2 35 8.00 42 \n", "3 43 10.00 52 \n", "4 35 8.00 42 \n", ".. ... ... ... \n", "255 26 9.00 44 \n", "256 35 12.00 58 \n", "257 17 6.00 29 \n", "258 50 15.00 76 \n", "259 25 8.00 38 \n", "\n", " Trans Fat ... Carbohydrates Carbohydrates (% Daily Value) \\\n", "0 0.00 ... 31 10 \n", "1 0.00 ... 30 10 \n", "2 0.00 ... 29 10 \n", "3 0.00 ... 30 10 \n", "4 0.00 ... 30 10 \n", ".. ... ... ... ... \n", "255 0.50 ... 80 27 \n", "256 1.00 ... 106 35 \n", "257 0.00 ... 53 18 \n", "258 1.00 ... 114 38 \n", "259 0.00 ... 57 19 \n", "\n", " Dietary Fiber Dietary Fiber (% Daily Value) Sugars Protein \\\n", "0 4 17 3 17 \n", "1 4 17 3 18 \n", "2 4 17 2 14 \n", "3 4 17 2 21 \n", "4 4 17 2 21 \n", ".. ... ... ... ... \n", "255 1 4 64 12 \n", "256 1 5 85 15 \n", "257 1 2 43 8 \n", "258 2 9 103 21 \n", "259 1 5 51 10 \n", "\n", " Vitamin A (% Daily Value) Vitamin C (% Daily Value) \\\n", "0 10 0 \n", "1 6 0 \n", "2 8 0 \n", "3 15 0 \n", "4 6 0 \n", ".. ... ... \n", "255 15 0 \n", "256 20 0 \n", "257 10 0 \n", "258 20 0 \n", "259 10 0 \n", "\n", " Calcium (% Daily Value) Iron (% Daily Value) \n", "0 25 15 \n", "1 25 8 \n", "2 25 10 \n", "3 30 15 \n", "4 25 10 \n", ".. ... ... \n", "255 40 8 \n", "256 50 10 \n", "257 25 6 \n", "258 60 6 \n", "259 30 4 \n", "\n", "[260 rows x 24 columns]" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "##Show the records of the dataset\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview of DataSet" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cce1cd0509a74959bd847727cb792aaf", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(HTML(value='Summarize dataset'), FloatProgress(value=0.0, max=37.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "586041b68ede4dc7abe1d03d9b8e84d6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(HTML(value='Generate report structure'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b8e0496796a34a02842ed97d9e945ff9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(HTML(value='Render HTML'), FloatProgress(value=0.0, max=1.0), HTML(value='')))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pdpro.ProfileReport(df)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CategoryItemServing SizeCaloriesCalories from FatTotal FatTotal Fat (% Daily Value)Saturated FatSaturated Fat (% Daily Value)Trans Fat...CarbohydratesCarbohydrates (% Daily Value)Dietary FiberDietary Fiber (% Daily Value)SugarsProteinVitamin A (% Daily Value)Vitamin C (% Daily Value)Calcium (% Daily Value)Iron (% Daily Value)
250Smoothies & ShakesShamrock Shake (Medium)16 fl oz cup66017019.002912.00611.00...10936009314250500
251Smoothies & ShakesShamrock Shake (Large)22 fl oz cup82021023.003515.00731.00...135450011518300600
252Smoothies & ShakesMcFlurry with M&M’s Candies (Small)10.9 oz (310 g)65021023.003514.00720.50...9632168913150458
253Smoothies & ShakesMcFlurry with M&M’s Candies (Medium)16.2 oz (460 g)93029033.005020.001021.00...1394627128202507010
254Smoothies & ShakesMcFlurry with M&M’s Candies (Snack)7.3 oz (207 g)43014015.002410.00480.00...642114599100304
255Smoothies & ShakesMcFlurry with Oreo Cookies (Small)10.1 oz (285 g)51015017.00269.00440.50...8027146412150408
256Smoothies & ShakesMcFlurry with Oreo Cookies (Medium)13.4 oz (381 g)69020023.003512.00581.00...106351585152005010
257Smoothies & ShakesMcFlurry with Oreo Cookies (Snack)6.7 oz (190 g)34010011.00176.00290.00...531812438100256
258Smoothies & ShakesMcFlurry with Reese's Peanut Butter Cups (Medium)14.2 oz (403 g)81029032.005015.00761.00...114382910321200606
259Smoothies & ShakesMcFlurry with Reese's Peanut Butter Cups (Snack)7.1 oz (202 g)41015016.00258.00380.00...5719155110100304
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10 rows × 24 columns

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" ], "text/plain": [ " Category Item \\\n", "250 Smoothies & Shakes Shamrock Shake (Medium) \n", "251 Smoothies & Shakes Shamrock Shake (Large) \n", "252 Smoothies & Shakes McFlurry with M&M’s Candies (Small) \n", "253 Smoothies & Shakes McFlurry with M&M’s Candies (Medium) \n", "254 Smoothies & Shakes McFlurry with M&M’s Candies (Snack) \n", "255 Smoothies & Shakes McFlurry with Oreo Cookies (Small) \n", "256 Smoothies & Shakes McFlurry with Oreo Cookies (Medium) \n", "257 Smoothies & Shakes McFlurry with Oreo Cookies (Snack) \n", "258 Smoothies & Shakes McFlurry with Reese's Peanut Butter Cups (Medium) \n", "259 Smoothies & Shakes McFlurry with Reese's Peanut Butter Cups (Snack) \n", "\n", " Serving Size Calories Calories from Fat Total Fat \\\n", "250 16 fl oz cup 660 170 19.00 \n", "251 22 fl oz cup 820 210 23.00 \n", "252 10.9 oz (310 g) 650 210 23.00 \n", "253 16.2 oz (460 g) 930 290 33.00 \n", "254 7.3 oz (207 g) 430 140 15.00 \n", "255 10.1 oz (285 g) 510 150 17.00 \n", "256 13.4 oz (381 g) 690 200 23.00 \n", "257 6.7 oz (190 g) 340 100 11.00 \n", "258 14.2 oz (403 g) 810 290 32.00 \n", "259 7.1 oz (202 g) 410 150 16.00 \n", "\n", " Total Fat (% Daily Value) Saturated Fat Saturated Fat (% Daily Value) \\\n", "250 29 12.00 61 \n", "251 35 15.00 73 \n", "252 35 14.00 72 \n", "253 50 20.00 102 \n", "254 24 10.00 48 \n", "255 26 9.00 44 \n", "256 35 12.00 58 \n", "257 17 6.00 29 \n", "258 50 15.00 76 \n", "259 25 8.00 38 \n", "\n", " Trans Fat ... Carbohydrates Carbohydrates (% Daily Value) \\\n", "250 1.00 ... 109 36 \n", "251 1.00 ... 135 45 \n", "252 0.50 ... 96 32 \n", "253 1.00 ... 139 46 \n", "254 0.00 ... 64 21 \n", "255 0.50 ... 80 27 \n", "256 1.00 ... 106 35 \n", "257 0.00 ... 53 18 \n", "258 1.00 ... 114 38 \n", "259 0.00 ... 57 19 \n", "\n", " Dietary Fiber Dietary Fiber (% Daily Value) Sugars Protein \\\n", "250 0 0 93 14 \n", "251 0 0 115 18 \n", "252 1 6 89 13 \n", "253 2 7 128 20 \n", "254 1 4 59 9 \n", "255 1 4 64 12 \n", "256 1 5 85 15 \n", "257 1 2 43 8 \n", "258 2 9 103 21 \n", "259 1 5 51 10 \n", "\n", " Vitamin A (% Daily Value) Vitamin C (% Daily Value) \\\n", "250 25 0 \n", "251 30 0 \n", "252 15 0 \n", "253 25 0 \n", "254 10 0 \n", "255 15 0 \n", "256 20 0 \n", "257 10 0 \n", "258 20 0 \n", "259 10 0 \n", "\n", " Calcium (% Daily Value) Iron (% Daily Value) \n", "250 50 0 \n", "251 60 0 \n", "252 45 8 \n", "253 70 10 \n", "254 30 4 \n", "255 40 8 \n", "256 50 10 \n", "257 25 6 \n", "258 60 6 \n", "259 30 4 \n", "\n", "[10 rows x 24 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail(10)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CategoryItemServing SizeCaloriesCalories from FatTotal FatTotal Fat (% Daily Value)Saturated FatSaturated Fat (% Daily Value)Trans Fat...CarbohydratesCarbohydrates (% Daily Value)Dietary FiberDietary Fiber (% Daily Value)SugarsProteinVitamin A (% Daily Value)Vitamin C (% Daily Value)Calcium (% Daily Value)Iron (% Daily Value)
0BreakfastEgg McMuffin4.8 oz (136 g)30012013.00205.00250.00...31104173171002515
1BreakfastEgg White Delight4.8 oz (135 g)250708.00123.00150.00...301041731860258
2BreakfastSausage McMuffin3.9 oz (111 g)37020023.00358.00420.00...2910417214802510
3BreakfastSausage McMuffin with Egg5.7 oz (161 g)45025028.004310.00520.00...30104172211503015
4BreakfastSausage McMuffin with Egg Whites5.7 oz (161 g)40021023.00358.00420.00...3010417221602510
5BreakfastSteak & Egg McMuffin6.5 oz (185 g)43021023.00369.00461.00...31104183261523020
6BreakfastBacon, Egg & Cheese Biscuit (Regular Biscuit)5.3 oz (150 g)46023026.004013.00650.00...3813273191081515
7BreakfastBacon, Egg & Cheese Biscuit (Large Biscuit)5.8 oz (164 g)52027030.004714.00680.00...43143124191582020
8BreakfastBacon, Egg & Cheese Biscuit with Egg Whites (R...5.4 oz (153 g)41018020.003211.00560.00...361227320281510
9BreakfastBacon, Egg & Cheese Biscuit with Egg Whites (L...5.9 oz (167 g)47022025.003812.00590.00...4214312420681515
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10 rows × 24 columns

\n", "
" ], "text/plain": [ " Category Item \\\n", "0 Breakfast Egg McMuffin \n", "1 Breakfast Egg White Delight \n", "2 Breakfast Sausage McMuffin \n", "3 Breakfast Sausage McMuffin with Egg \n", "4 Breakfast Sausage McMuffin with Egg Whites \n", "5 Breakfast Steak & Egg McMuffin \n", "6 Breakfast Bacon, Egg & Cheese Biscuit (Regular Biscuit) \n", "7 Breakfast Bacon, Egg & Cheese Biscuit (Large Biscuit) \n", "8 Breakfast Bacon, Egg & Cheese Biscuit with Egg Whites (R... \n", "9 Breakfast Bacon, Egg & Cheese Biscuit with Egg Whites (L... \n", "\n", " Serving Size Calories Calories from Fat Total Fat \\\n", "0 4.8 oz (136 g) 300 120 13.00 \n", "1 4.8 oz (135 g) 250 70 8.00 \n", "2 3.9 oz (111 g) 370 200 23.00 \n", "3 5.7 oz (161 g) 450 250 28.00 \n", "4 5.7 oz (161 g) 400 210 23.00 \n", "5 6.5 oz (185 g) 430 210 23.00 \n", "6 5.3 oz (150 g) 460 230 26.00 \n", "7 5.8 oz (164 g) 520 270 30.00 \n", "8 5.4 oz (153 g) 410 180 20.00 \n", "9 5.9 oz (167 g) 470 220 25.00 \n", "\n", " Total Fat (% Daily Value) Saturated Fat Saturated Fat (% Daily Value) \\\n", "0 20 5.00 25 \n", "1 12 3.00 15 \n", "2 35 8.00 42 \n", "3 43 10.00 52 \n", "4 35 8.00 42 \n", "5 36 9.00 46 \n", "6 40 13.00 65 \n", "7 47 14.00 68 \n", "8 32 11.00 56 \n", "9 38 12.00 59 \n", "\n", " Trans Fat ... Carbohydrates Carbohydrates (% Daily Value) \\\n", "0 0.00 ... 31 10 \n", "1 0.00 ... 30 10 \n", "2 0.00 ... 29 10 \n", "3 0.00 ... 30 10 \n", "4 0.00 ... 30 10 \n", "5 1.00 ... 31 10 \n", "6 0.00 ... 38 13 \n", "7 0.00 ... 43 14 \n", "8 0.00 ... 36 12 \n", "9 0.00 ... 42 14 \n", "\n", " Dietary Fiber Dietary Fiber (% Daily Value) Sugars Protein \\\n", "0 4 17 3 17 \n", "1 4 17 3 18 \n", "2 4 17 2 14 \n", "3 4 17 2 21 \n", "4 4 17 2 21 \n", "5 4 18 3 26 \n", "6 2 7 3 19 \n", "7 3 12 4 19 \n", "8 2 7 3 20 \n", "9 3 12 4 20 \n", "\n", " Vitamin A (% Daily Value) Vitamin C (% Daily Value) \\\n", "0 10 0 \n", "1 6 0 \n", "2 8 0 \n", "3 15 0 \n", "4 6 0 \n", "5 15 2 \n", "6 10 8 \n", "7 15 8 \n", "8 2 8 \n", "9 6 8 \n", "\n", " Calcium (% Daily Value) Iron (% Daily Value) \n", "0 25 15 \n", "1 25 8 \n", "2 25 10 \n", "3 30 15 \n", "4 25 10 \n", "5 30 20 \n", "6 15 15 \n", "7 20 20 \n", "8 15 10 \n", "9 15 15 \n", "\n", "[10 rows x 24 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# top 10 data showing \n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(260, 24)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# shape of data\n", "\n", "df.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "6240" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# size for data set\n", "\n", "df.size" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 260 entries, 0 to 259\n", "Data columns (total 24 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Category 260 non-null object \n", " 1 Item 260 non-null object \n", " 2 Serving Size 260 non-null object \n", " 3 Calories 260 non-null int64 \n", " 4 Calories from Fat 260 non-null int64 \n", " 5 Total Fat 260 non-null float64\n", " 6 Total Fat (% Daily Value) 260 non-null int64 \n", " 7 Saturated Fat 260 non-null float64\n", " 8 Saturated Fat (% Daily Value) 260 non-null int64 \n", " 9 Trans Fat 260 non-null float64\n", " 10 Cholesterol 260 non-null int64 \n", " 11 Cholesterol (% Daily Value) 260 non-null int64 \n", " 12 Sodium 260 non-null int64 \n", " 13 Sodium (% Daily Value) 260 non-null int64 \n", " 14 Carbohydrates 260 non-null int64 \n", " 15 Carbohydrates (% Daily Value) 260 non-null int64 \n", " 16 Dietary Fiber 260 non-null int64 \n", " 17 Dietary Fiber (% Daily Value) 260 non-null int64 \n", " 18 Sugars 260 non-null int64 \n", " 19 Protein 260 non-null int64 \n", " 20 Vitamin A (% Daily Value) 260 non-null int64 \n", " 21 Vitamin C (% Daily Value) 260 non-null int64 \n", " 22 Calcium (% Daily Value) 260 non-null int64 \n", " 23 Iron (% Daily Value) 260 non-null int64 \n", "dtypes: float64(3), int64(18), object(3)\n", "memory usage: 48.9+ KB\n" ] } ], "source": [ "# data info\n", "\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## data showing is 23 columns,260 rows and 20 colums contains int and float values " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().values.any()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## there is no null value in data set " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Category 0\n", "Item 0\n", "Serving Size 0\n", "Calories 0\n", "Calories from Fat 0\n", "Total Fat 0\n", "Total Fat (% Daily Value) 0\n", "Saturated Fat 0\n", "Saturated Fat (% Daily Value) 0\n", "Trans Fat 0\n", "Cholesterol 0\n", "Cholesterol (% Daily Value) 0\n", "Sodium 0\n", "Sodium (% Daily Value) 0\n", "Carbohydrates 0\n", "Carbohydrates (% Daily Value) 0\n", "Dietary Fiber 0\n", "Dietary Fiber (% Daily Value) 0\n", "Sugars 0\n", "Protein 0\n", "Vitamin A (% Daily Value) 0\n", "Vitamin C (% Daily Value) 0\n", "Calcium (% Daily Value) 0\n", "Iron (% Daily Value) 0\n", "dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Calories260.00368.27240.270.00210.00340.00500.001880.00
Calories from Fat260.00127.10127.880.0020.00100.00200.001060.00
Total Fat260.0014.1714.210.002.3811.0022.25118.00
Total Fat (% Daily Value)260.0021.8221.890.003.7517.0035.00182.00
Saturated Fat260.006.015.320.001.005.0010.0020.00
Saturated Fat (% Daily Value)260.0029.9726.640.004.7524.0048.00102.00
Trans Fat260.000.200.430.000.000.000.002.50
Cholesterol260.0054.9487.270.005.0035.0065.00575.00
Cholesterol (% Daily Value)260.0018.3929.090.002.0011.0021.25192.00
Sodium260.00495.75577.030.00107.50190.00865.003600.00
Sodium (% Daily Value)260.0020.6824.030.004.758.0036.25150.00
Carbohydrates260.0047.3528.250.0030.0044.0060.00141.00
Carbohydrates (% Daily Value)260.0015.789.420.0010.0015.0020.0047.00
Dietary Fiber260.001.631.570.000.001.003.007.00
Dietary Fiber (% Daily Value)260.006.536.310.000.005.0010.0028.00
Sugars260.0029.4228.680.005.7517.5048.00128.00
Protein260.0013.3411.430.004.0012.0019.0087.00
Vitamin A (% Daily Value)260.0013.4324.370.002.008.0015.00170.00
Vitamin C (% Daily Value)260.008.5326.350.000.000.004.00240.00
Calcium (% Daily Value)260.0020.9717.020.006.0020.0030.0070.00
Iron (% Daily Value)260.007.738.720.000.004.0015.0040.00
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" ], "text/plain": [ " count mean std min 25% 50% 75% \\\n", "Calories 260.00 368.27 240.27 0.00 210.00 340.00 500.00 \n", "Calories from Fat 260.00 127.10 127.88 0.00 20.00 100.00 200.00 \n", "Total Fat 260.00 14.17 14.21 0.00 2.38 11.00 22.25 \n", "Total Fat (% Daily Value) 260.00 21.82 21.89 0.00 3.75 17.00 35.00 \n", "Saturated Fat 260.00 6.01 5.32 0.00 1.00 5.00 10.00 \n", "Saturated Fat (% Daily Value) 260.00 29.97 26.64 0.00 4.75 24.00 48.00 \n", "Trans Fat 260.00 0.20 0.43 0.00 0.00 0.00 0.00 \n", "Cholesterol 260.00 54.94 87.27 0.00 5.00 35.00 65.00 \n", "Cholesterol (% Daily Value) 260.00 18.39 29.09 0.00 2.00 11.00 21.25 \n", "Sodium 260.00 495.75 577.03 0.00 107.50 190.00 865.00 \n", "Sodium (% Daily Value) 260.00 20.68 24.03 0.00 4.75 8.00 36.25 \n", "Carbohydrates 260.00 47.35 28.25 0.00 30.00 44.00 60.00 \n", "Carbohydrates (% Daily Value) 260.00 15.78 9.42 0.00 10.00 15.00 20.00 \n", "Dietary Fiber 260.00 1.63 1.57 0.00 0.00 1.00 3.00 \n", "Dietary Fiber (% Daily Value) 260.00 6.53 6.31 0.00 0.00 5.00 10.00 \n", "Sugars 260.00 29.42 28.68 0.00 5.75 17.50 48.00 \n", "Protein 260.00 13.34 11.43 0.00 4.00 12.00 19.00 \n", "Vitamin A (% Daily Value) 260.00 13.43 24.37 0.00 2.00 8.00 15.00 \n", "Vitamin C (% Daily Value) 260.00 8.53 26.35 0.00 0.00 0.00 4.00 \n", "Calcium (% Daily Value) 260.00 20.97 17.02 0.00 6.00 20.00 30.00 \n", "Iron (% Daily Value) 260.00 7.73 8.72 0.00 0.00 4.00 15.00 \n", "\n", " max \n", "Calories 1880.00 \n", "Calories from Fat 1060.00 \n", "Total Fat 118.00 \n", "Total Fat (% Daily Value) 182.00 \n", "Saturated Fat 20.00 \n", "Saturated Fat (% Daily Value) 102.00 \n", "Trans Fat 2.50 \n", "Cholesterol 575.00 \n", "Cholesterol (% Daily Value) 192.00 \n", "Sodium 3600.00 \n", "Sodium (% Daily Value) 150.00 \n", "Carbohydrates 141.00 \n", "Carbohydrates (% Daily Value) 47.00 \n", "Dietary Fiber 7.00 \n", "Dietary Fiber (% Daily Value) 28.00 \n", "Sugars 128.00 \n", "Protein 87.00 \n", "Vitamin A (% Daily Value) 170.00 \n", "Vitamin C (% Daily Value) 240.00 \n", "Calcium (% Daily Value) 70.00 \n", "Iron (% Daily Value) 40.00 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe().T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## decribtion of the data set its contains mean,std min and max value " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Coffee & Tea 95\n", "Breakfast 42\n", "Smoothies & Shakes 28\n", "Chicken & Fish 27\n", "Beverages 27\n", "Beef & Pork 15\n", "Snacks & Sides 13\n", "Desserts 7\n", "Salads 6\n", "Name: Category, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Category'].value_counts()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Category'].nunique()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "McDouble 1\n", "McFlurry with Oreo Cookies (Small) 1\n", "Dr Pepper (Large) 1\n", "Bacon, Egg & Cheese McGriddles with Egg Whites 1\n", "Iced Coffee with Sugar Free French Vanilla Syrup (Large) 1\n", "Mocha (Small) 1\n", "Chocolate Shake (Large) 1\n", "Sausage Biscuit with Egg (Large Biscuit) 1\n", "Coca-Cola Classic (Child) 1\n", "Diet Dr Pepper (Small) 1\n", "Name: Item, dtype: int64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Item'].value_counts().head(10)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "260" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Item'].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Plot graphically which food categories have the highest and lowest varieties." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "## Plot graphically which food categories have the highest and lowest varieties\n", "\n", "plt.figure(figsize=(15,7))\n", "df[\"Category\"].hist()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The highest sales is of : Coffee and Tea\n", "## The lowest sales is of : Salads,Desserts" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Category', 'Item', 'Serving Size', 'Calories', 'Calories from Fat',\n", " 'Total Fat', 'Total Fat (% Daily Value)', 'Saturated Fat',\n", " 'Saturated Fat (% Daily Value)', 'Trans Fat', 'Cholesterol',\n", " 'Cholesterol (% Daily Value)', 'Sodium', 'Sodium (% Daily Value)',\n", " 'Carbohydrates', 'Carbohydrates (% Daily Value)', 'Dietary Fiber',\n", " 'Dietary Fiber (% Daily Value)', 'Sugars', 'Protein',\n", " 'Vitamin A (% Daily Value)', 'Vitamin C (% Daily Value)',\n", " 'Calcium (% Daily Value)', 'Iron (% Daily Value)'],\n", " dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = df.columns\n", "columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Which all variables have an outlier?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "\n", "sns.boxplot(data=df[['Calories','Calories from Fat','Total Fat','Saturated Fat','Trans Fat','Cholesterol','Sodium']]);" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Calories'], color='lightblue')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Calories from Fat'], color='lightblue')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Total Fat'], color='lightblue')\n", "\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Saturated Fat'], color='red')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Cholesterol'], color='red')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Trans Fat'], color='red')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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DrKcxxqGqemmSP0pyapI3jjFumngsevjOJO+c/dS5LUl+b4zx3qr6UJK3VtX/kuS2JH8vScYYN1XVW5PcnKWf3PCSMcZ904zOeqmqtyS5KMlZVXV7klckeVVWv0ZenKWfKnR6kj+c/WITWmHNXFRVF2bpkODPJPm5xJohSfL0JD+b5MbZtQOS5JdiP8PKVlozz7efYQVbk1wx+2k+pyR56xjjPVX1n2M/w9GttGZ+x35mfdTShZsBAAAA6GTeTo8CAAAA2BBEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAoJ2q+uWquqmqPlpV11fVU47x8y6qqvfMbj+nqi5b20kBANbOlqkHAABYrqqeluTZSZ44xvhaVZ2V5LTVPs8Y491J3n2y5wMAWC+OtAEAutma5K4xxteSZIxx1xjj81V1cVV9pKpurKo3VtVDk6SqnlVVH6+qDyT5icNPUlUvrKrfmN1+U1X91LL7vjL7/aKq+pOqemtVfbKqXlVVP11VH5y9zmPW840DACwn2gAA3bwvyXmziPKaqvrBqlpI8qYkzxtj/I0sHS384tn2PUn+bpL/Mcl/dxyv9/1JXpbkbyT52SR/fYzx5CSvT/LzJ/xuAACOk2gDALQyxvhKkicluTTJgST/NsnPJfn0GOOTs4ddkeQZSb57tv3Pxxgjye8ex0t+aIyxf3Zkz6eyFI2S5MYk2477jQAAnCDXtAEA2hlj3JfkmiTXVNWNSV7wQA8/hqc8lNk3q6qq8s3XyPnastv3L/v4/vi3EgAwIUfaAACtVNVjq+qCZZsuTPKFJNuq6n+YbfvZJH+S5ONJzl927Znnr/C0n8nS0TtJ8twkDzmZMwMArAXfPQIAunl4kl+vqkdm6QiZW7N0qtRbkvx+VW1J8qEk/3r206UuTfLvq+quJB9I8vijPOeeJO+qqg8muSrJV9f+bQAAnJhaOv0bAAAAgE6cHgUAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0NCW1Tz4rLPOGtu2bVujUQAAAADmz3XXXXfXGOPsI7evKtps27Yt+/btO3lTAQAAAMy5qvrs0bY7PQoAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKChLVMPsN727NmTxcXFqcdgA9u/f3+SZOvWrRNPAsyz7du3Z9euXVOPAQDAGpq7aLO4uJgbbvhUDh48Z+pR2KAWFr6aJLnttoMTTwLMq4WFO6YeAQCAdTB30SZJDh48J5/+9MumHoMN6vzzX50k1hAwmcP7IQAANjfXtAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhoy9QDrLf9+/fntNMOTT0GAAAAcJz27NmTJNm1a9fEk6ytuYs299xzT0455f6pxwAAAACO0+Li4tQjrAunRwEAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0tGXqAQCA1TnttANZXPx6du/ePfUoAACTWFxczOmnnz71GGvuQY+0qapLq2pfVe07cODAeswEAAAAMPce9EibMcbrkrwuSXbs2DHWfCIA4AHde+/Z2b59IZdffvnUowAATGJejjh2TRsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhrZMPcB6O/300/OXf3lo6jEAAACA47R9+/apR1gXcxdttm7dmttuOzj1GAAAAMBx2rVr19QjrAunRwEAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADS0ZeoBprCwcEfOP//VU4/BBrWwcHuSWEPAZBYW7kjymKnHAABgjc1dtNm+ffvUI7DB7d9/RpJk69aFiScB5tdj/H0GADAH5i7a7Nq1a+oRAAAAAB6Ua9oAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANFRjjGN/cNWBJJ9du3HWzVlJ7pp6CDY0a4gTZQ1xoqwhTpQ1xImyhjhR1hAnajOtoe8aY5x95MZVRZvNoqr2jTF2TD0HG5c1xImyhjhR1hAnyhriRFlDnChriBM1D2vI6VEAAAAADYk2AAAAAA3Na7R53dQDsOFZQ5woa4gTZQ1xoqwhTpQ1xImyhjhRm34NzeU1bQAAAAC6m9cjbQAAAABaE20AAAAAGpq7aFNVz6qqT1TVrVV12dTzsLFU1Rur6s6q+tjUs7AxVdV5VXV1Vd1SVTdV1cumnomNpaoWquqDVXXDbA29cuqZ2Hiq6tSq+khVvWfqWdiYquozVXVjVV1fVfumnoeNp6oeWVVvq6qPz/5d9LSpZ2LjqKrHzvY/h399qapePvVca2GurmlTVacm+WSSv5Xk9iQfSvL8McbNkw7GhlFVz0jylSS/PcZ4/NTzsPFU1dYkW8cYH66qb0tyXZIfsx/iWFVVJTljjPGVqnpIkg8kedkY488mHo0NpKr+YZIdSb59jPHsqedh46mqzyTZMca4a+pZ2Jiq6ook/2GM8fqqOi3Jw8YYfzHxWGxAs6/z70jylDHGZ6ee52SbtyNtnpzk1jHG4hjj3iR7kzx34pnYQMYYf5rk7qnnYOMaY+wfY3x4dvvLSW5Jcs60U7GRjCVfmX34kNmv+fkODCesqs5N8neSvH7qWYD5VFXfnuQZSd6QJGOMewUbTsDFST61GYNNMn/R5pwkn1v28e3xxRIwkaraluQJSa6deBQ2mNmpLdcnuTPJlWMMa4jV+JdJ/kmS+yeeg41tJHlfVV1XVZdOPQwbzvYkB5L81uxUzddX1RlTD8WGtTPJW6YeYq3MW7Spo2zz3Ulg3VXVw5O8PcnLxxhfmnoeNpYxxn1jjAuTnJvkyVXldE2OSVU9O8mdY4zrpp6FDe/pY4wnJvmRJC+ZnUIOx2pLkicmee0Y4wlJvprE9UZZtdmpdc9J8vtTz7JW5i3a3J7kvGUfn5vk8xPNAsyp2XVI3p7kzWOMd0w9DxvX7FDya5I8a9pJ2ECenuQ5s+uR7E3yQ1X1u9OOxEY0xvj87Pc7k7wzS5chgGN1e5Lblx0p+rYsRRxYrR9J8uExxhemHmStzFu0+VCSC6rq/FmR25nk3RPPBMyR2UVk35DkljHGr009DxtPVZ1dVY+c3T49ySVJPj7pUGwYY4zdY4xzxxjbsvTvoD8eY/zMxGOxwVTVGbOL6Wd2SssPJ/GTNTlmY4z/kuRzVfXY2aaLk/ihDByP52cTnxqVLB2WNjfGGIeq6qVJ/ijJqUneOMa4aeKx2ECq6i1JLkpyVlXdnuQVY4w3TDsVG8zTk/xskhtn1yRJkl8aY/zBdCOxwWxNcsXsJyWckuStYww/thlYT9+Z5J1L34fIliS/N8Z477QjsQH9fJI3z76Zvpjk7088DxtMVT0sSz8Z+uemnmUtzdWP/AYAAADYKObt9CgAAACADUG0AQAAAGhItAEAAABoSLQBAAAAaEi0AQAAAGhItAEA1kxV3VdV11fVTVV1Q1X9w6o6ZXbfjqr6Vw/y+RdW1Y+u0Wzbquqe2XyHfz26qt42u/+FVfUba/HaAADHYsvUAwAAm9o9Y4wLk6SqviPJ7yV5RJJXjDH2Jdn3IJ9/YZIdSf7gWF+wqraMMQ4d48M/dXi+ZX7qWF/rQeY4dYxx38l4LgBgPjnSBgBYF2OMO5NcmuSlteSiqnpPklTVGVX1xqr6UFV9pKqeW1WnJfmVJM+bHQXzvKp6clX9p9lj/lNVPXb2+S+sqt+vqv8vyfuq6neq6rmHX7uq3lxVz3mwGWdH33xs2abzquq9VfWJqnrFssf9TFV9cDbXv6mqU2fbv1JVv1JV1yZ52kn4zwYAzDFH2gAA62aMsTg7Peo7jrjrl5P88RjjRVX1yCQfTPL+JP80yY4xxkuTpKq+PckzxhiHquqSJP9Xkp+cPcfTknzfGOPuqvrBJL+Y5F1V9YgkfzPJC44y0mOq6vrZ7f+Y5J8fcf+Tkzw+yV8l+VBV/fskX03yvCRPH2N8vapek+Snk/x2kjOSfGyM8U9X+98GAOBIog0AsN7qKNt+OMlzquofzz5eSPLoozzuEUmuqKoLkowkD1l235VjjLuTZIzxJ1X1m7NTsn4iydtXOGXqm06PqqptR9x/5Rjjv87ue0eSH0hyKMmTshRxkuT0JHfOHn9fkrcf7U0DAKyWaAMArJuq2p6lsHFnku9ZfleSnxxjfOKIxz/liKf41SRXjzF+fBZYrll231ePeOzvZOkImJ1JXnScI4+jfFxJrhhj7D7K4w+6jg0AcLK4pg0AsC6q6uwk/zrJb4wxjowhf5Tk52t26EpVPWG2/ctJvm3Z4x6R5I7Z7Rc+yEu+KcnLk2SMcdNxjv23qurMqjo9yY9l6RSqq5L81Owonszu/67jfH4AgBWJNgDAWjr98I/8ztI1at6X5JVHedyvZulUp4/OLgT8q7PtVyd53OELESf5v5NcXlX/McmpD/TCY4wvJLklyW+dwPwfyNIRO9dn6RSrfWOMm5P871m64PFHk1yZZOsJvAYAwFHVt36jCwBg46uqhyW5MckTxxh/OfU8AACr5UgbAGDTmf1kqY8n+XXBBgDYqBxpAwAAANCQI20AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAa2rKaB5911llj27ZtazQKAAAAwPy57rrr7hpjnH3k9lVFm23btmXfvn0nbyoAAACAOVdVnz3adqdHAQAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANCTaAAAAADQk2gAAAAA0JNoAAAAANLRl6gE4Nnv27Mni4uLUY8yV/fv3J0m2bt068STAidi+fXt27do19RgAALBqos0Gsbi4mBtu+FQOHjxn6lHmxsLCV5Mkt912cOJJgOO1sHDH1CMAAMBxE202kIMHz8mnP/2yqceYG+ef/+ok8d8cNrDDf44BAGAjck0bAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhkQbAAAAgIZEGwAAAICGRBsAAACAhuYu2uzZsyd79uyZegwAAIBj4msYmF9bph5gvS0uLk49AgAAwDHzNQzMr7k70gYAAABgIxBtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAAABoSbQAAAAAaEm0AAAAAGhJtAAAA4CjuvvvuXHbZZfniF7849ShHtZbzzfN770S0AQAAgKPYu3dvbr755uzdu3fqUY5qLeeb5/feiWgDAAAAR7j77rtz1VVXZYyR97///e2O6FjL+eb5vXezZeoB1tv+/ftzzz33ZPfu3VOPsiqLi4s57bSHTD0GwIZy2mkHsrj49Q23zweA5RYXF3P66adPPcbc2bt3b+6///4kyf3335+9e/fmxS9+8cRTfcNazjfP772bBz3Spqourap9VbXvwIED6zETAAAATOqaa67JoUOHkiSHDh3K1VdfPfFE32wt55vn997Ngx5pM8Z4XZLXJcmOHTvGmk+0xrZu3ZokufzyyyeeZHV2796da689OPUYABvKvfeene3bFzbcPh8AlnPE6DQuuuiiXHnllTl06FC2bNmSZz7zmVOP9E3Wcr55fu/duKYNAAAAHGHnzp055ZSlL5lPOeWU7Ny5c+KJvtlazjfP770b0QYAAACOcOaZZ+biiy9OVeWSSy7Jox71qKlH+iZrOd88v/du5u5CxAAAAHAsdu7cmdtuu63tkRxrOd88v/dORBsAAAA4ijPPPDOvetWrph5jRWs53zy/906cHgUAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANDQlqkHWG/bt2+fegQAAIBj5msYmF9zF2127do19QgAAADHzNcwML+cHgUAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANCQaAMAAADQkGgDAAAA0JBoAwAAANDQlqkH4NgtLNyR889/9dRjzI2FhduTxH9z2MAWFu5I8pipxwAAgOMi2mwQ27dvn3qEubN//xlJkq1bFyaeBDh+j7H/BABgwxJtNohdu3ZNPQIAAACwjlzTBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKChGmMc+4OrDiT57NqNs27OSnLX1EMwl6w9pmDdMRVrj6lYe0zBumMq1t7m8F1jjLOP3LiqaLNZVNW+McaOqedg/lh7TMG6YyrWHlOx9piCdcdUrL3NzelRAAAAAA2JNgAAAAANzWu0ed3UAzC3rD2mYN0xFWuPqVh7TMG6YyrW3iY2l9e0AQAAAOhuXo+0AQAAAGhNtAEAAABoaO6iTVU9q6o+UVW3VtVlU8/D5lRV51XV1VV1S1XdVFUvm20/s6qurKo/n/3+qKlnZXOqqlOr6iNV9Z7Zx9Yea6qqHllVb6uqj8/2fU+z7lgPVfWLs79rP1ZVb6mqBWuPtVBVb6yqO6vqY8u2rbjWqmr37GuOT1TV355maja6FdbdP5/9ffvRqnpnVT1y2X3W3SYzV9Gmqk5N8ptJfiTJ45I8v6oeN+1UbFKHkvyjMcb3JHlqkpfM1tplSa4aY1yQ5KrZx7AWXpbklmUfW3ustVcnee8Y47uTfH+W1p91x5qqqnOS/EKSHWOMxyc5NcnOWHusjTcledYR24661mb/7tuZ5Htnn/Oa2dcisFpvyreuuyuTPH6M8X1JPplkd2LdbVZzFW2SPDnJrWOMxTHGvUn2JnnuxDOxCY0x9o8xPjy7/eUsffFyTpbW2xWzh12R5McmGZBNrarOTfJ3krx+2WZrjzVTVd+e5BlJ3pAkY4x7xxh/EeuO9bElyelVtSXJw5J8PtYea2CM8adJ7j5i80pr7blJ9o4xvjbG+HSSW7P0tQisytHW3RjjfWOMQ7MP/yzJubPb1t0mNG/R5pwkn1v28e2zbbBmqmpbkickuTbJd44x9idLYSfJd0w4GpvXv0zyT5Lcv2ybtcda2p7kQJLfmp2W9/qqOiPWHWtsjHFHkn+R5LYk+5P85RjjfbH2WD8rrTVfd7BeXpTkD2e3rbtNaN6iTR1lm595zpqpqocneXuSl48xvjT1PGx+VfXsJHeOMa6behbmypYkT0zy2jHGE5J8NU5HYR3Mrh/y3CTnJ/nvk5xRVT8z7VSQxNcdrIOq+uUsXZbhzYc3HeVh1t0GN2/R5vYk5y37+NwsHUILJ11VPSRLwebNY4x3zDZ/oaq2zu7fmuTOqeZj03p6kudU1WeydAroD1XV78baY23dnuT2Mca1s4/flqWIY92x1i5J8ukxxoExxteTvCPJ34y1x/pZaa35uoM1VVUvSPLsJD89xjgcZqy7TWjeos2HklxQVedX1WlZukjTuyeeiU2oqipL13a4ZYzxa8vueneSF8xuvyDJu9Z7Nja3McbuMca5Y4xtWdrH/fEY42di7bGGxhj/Jcnnquqxs00XJ7k51h1r77YkT62qh83+7r04S9eRs/ZYLyuttXcn2VlVD62q85NckOSDE8zHJlRVz0ryvyV5zhjjr5bdZd1tQvWNKDcfqupHs3S9h1OTvHGM8X9OOxGbUVX9QJL/kOTGfOO6Ir+UpevavDXJo7P0D82/N8Y48oJ2cFJU1UVJ/vEY49lV9ddi7bGGqurCLF38+rQki0n+fpa+OWTdsaaq6pVJnpelUwQ+kuR/TfLwWHucZFX1liQXJTkryReSvCLJv8sKa2126sqLsrQ2Xz7G+MNvfVZ4YCusu91JHprkv84e9mdjjH8we7x1t8nMXbQBAAAA2Ajm7fQoAAAAgA1BtAEAAABoSLQBAAAAaEi0AQAAAGhItAEAAABoSLQBAFqqql+uqpuq6qNVdX1VPWXqmQAA1tOWqQcAADhSVT0tybOTPHGM8bWqOivJaWv4eqeOMe5bq+cHADgejrQBADramuSuMcbXkmSMcdcY4/NV9ZlZwElV7aiqa2a3z66qK6vqw1X1b6rqs8se9++q6rrZUTuXHn6BqvpKVf1KVV2b5GlV9aqqunl2ZM+/WPd3DABwBNEGAOjofUnOq6pPVtVrquoHH+Txr0jyx2OMJyZ5Z5JHL7vvRWOMJyXZkeQXquqvzbafkeRjY4ynJLk5yY8n+d4xxvcl+Wcn880AABwP0QYAaGeM8ZUkT0pyaZIDSf5tVb3wAT7lB5LsnX3ue5N8cdl9v1BVNyT5syTnJblgtv2+JG+f3f5SkoNJXl9VP5Hkr07OOwEAOH6uaQMAtDS7xsw1Sa6pqhuTvCDJoXzjm04Lyx5eR3uOqrooySVJnjbG+KvZ6VSHP+/g4evYjDEOVdWTk1ycZGeSlyb5oZP4dgAAVs2RNgBAO1X12Kq6YNmmC5N8NslnsnQETpL85LL7P5Dkf5p97g8nedRs+yOSfHEWbL47yVNXeL2HJ3nEGOMPkrx89noAAJNypA0A0NHDk/x6VT0yS0fX3JqlU6W+J8kbquqXkly77PGvTPKWqnpekj9Jsj/Jl5O8N8k/qKqPJvlElk6ROppvS/KuqlrI0lE7v3jS3xEAwCrVGGPqGQAATkhVPTTJfbPTnJ6W5LVjjAsnHgsA4IQ40gYA2AweneStVXVKknuT7Jp4HgCAE+ZIGwAAAICGXIgYAAAAoCHRBgAAAKAh0QYAAACgIdEGAAAAoCHRBgAAAKCh/x+cjC71l24EnAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Sodium'], color='blue')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Dietary Fiber'], color='blue')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Sugars'], color='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Protein'], color='g')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Vitamin A (% Daily Value)'], color='g')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Vitamin C (% Daily Value)'], color='g')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Calcium (% Daily Value)'], color='lightgreen')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Iron (% Daily Value)'], color='lightgreen')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Carbohydrates'], color='lightgreen')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Total Fat (% Daily Value)'], color='grey')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Saturated Fat (% Daily Value)'], color='grey')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Cholesterol (% Daily Value)'], color='grey')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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jHpvR+dLMDabNNRfOSfLMqrpDVd0ryZFJPj+G8TFGVfXEJH+Q5Cmttf+ccZP5McFaaxe31g5rra0bvje9KslDhu9HzI0JsHLcA9ifWms/qqoXJvnnjH6jwztba5eOeViMzyOTPDfJxVW1Zdj2iiR/muTMqvo/M/oG/GnjGR4dMjeY9ttJ3jv8AOBrSZ6f0Q9CzI8J1lr7XFWdneSCjA5t+GKS05LcOebGxKmqM5Icn+TQqroqyaszx98jrbVLq+rMjALwj5L8Vmttx1gGzn4xx/x4eZI7JDl31H3z2dba/2V+TJadzY3W2jt2dl9zYzLUravuAAAAAOjFpB0eBQAAALAkiDYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwATpqpeWVWXVtVFVbWlqh62B489vqo2DpefUlUvW6QxPrWqXjVc/u2quqSqPjL8mvVU1aOq6o27ePyO4Wu7tKourKqXVtUuv++pqsOHX9l9m69zHmNdV1VXzd7/8PwP3cVjLpnP/ud4/Pur6si9fTwAsDSINgAwQarqEUk2JHlIa+2oJI9L8s292Vdr7ZzW2p8u5Phm+P0kbxku/9ckRyX5YpJfqqpK8kdJXreLx9/UWlvfWntgkscn+eUkr97VE7bWrm6tnbynA22tXZHRa/jo6W1Vdf8kB7bWPr+n+5unt2b0GgEAy5hoAwCTZW2Sb7fWfpAkrbVvt9auTpKqemxVfbGqLq6qd1bVHYbtT6yqL1XVvyT51ekdVdXzqurNw+V3VdXJM277/vDn8VX1yao6s6q+UlV/WlXPrqrPD89z79kDrKr7JvlBa+3bMzbfPsmdkvwwyXOTfKS1dt18vuDW2tYkpyZ5YY2sq6pPV9UFw3+/MDzvT6x+qarbVdVXq+quM65fXlWHznqaM5I8c8b1ZyY5Y67nmvUcP34dh+sbq+r44fITqupfh8eeVVV3Hu726SSPq6qV83kNAIClSbQBgMny0ST3GALKW6rqF5OkqlYleVeSZ7TWHpxkZZL/e9h+epInZ7SS5Kf34jmPTvKiJA/OKLjct7X20CRvT/LbO7n/I5NcMOP6G5J8Nsldk3wmySm5dRXOvLTWvpbR9z2HJdma5PGttYckeUaSN+3icbck+dskzx42PS7JhbOCUpKcmeSpMyLKM5K8f0+ea7YhDP1hkscNj9+U5KUzxnV5Rq8tALBMiTYAMEFaa99PcmxGK0+uTfKBqnpekvsl+Xpr7SvDXd+d5DFJ7j9s/2prrWUUMPbUF1prU8Pqnn/PKBwlycVJ1u3k/muHsU2P+T2ttWNaa8/JKFq8KcmTqursqvrz3Z2rZoYa/rx9ktOr6uIkZyV5wG4e984kvz5c/o0kfz37Dq21/0hyaZLHVtX6JD9srV2yF88108OH+3+mqrZkFKvuOeP2rUkO34P9AQBLjCW1ADBhWms7knwiySeGmHBKki27esg8dvujDD8MGs45c8CM234w4/ItM67fkp1/L3JTkoNnb6yqw5P8fGvttVX1+SSPSPL6JI9Ncu6uBldVP5tkR0ah49VJrslolcrtkmzf1WNba9+sqmuq6sQkD8utq25mmz5E6prhcpK8ZB7P9ePXbrBqethJzm2tPWuO51uV0WsFACxTVtoAwASpqvvN+q1D65NcmeRLSdZV1X2G7c9N8slh+71mnHtmroBwRUYreJLkpIxWmOyty5LcZyfbX5fRCYiT5I4ZxaRbMjrXzZyG89G8Lcmbh9VCByeZGg4xem6SFfMY09szWmV05hC9duaDGZ3wePrQqMzzua5Isn44X849kkz/xqnPJnnk9P+TqrrTcL6faffNaHUPALBMiTYAMFnunOTdVfVvVXVRRoffvKa1tj3J85OcNay+uSXJ24btpyb5x+FExFfOsd/Tk/zisALmYUlu3IcxfirJMcOKnSRJVR2TJK21Lw6b3pHR4VUPSfJPO9nHHad/5XeSj2V0SNZrh9vekuSUqvpsRuFjPmM9J6PX7icOjZrWWvtuRqHlmtba1/fguT6T5OvD1/OGDOfzaa1dm+R5GZ3Q+KJh3/dPkqq6W0a/IWtqHmMHAJaoGv3ACQCgH1X1l0k+3Fr72LjHkiRVdVySP2+tPXq3d94PquolSa5vrb1j3GMBABaPlTYAQI/+JLs57Gl/qaqXZXTo08vHPZYZvpvRyaIBgGXMShsAAACADllpAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0aOWe3PnQQw9t69atW6ShAAAAAEyezZs3f7u1dtfZ2/co2qxbty6bNm1auFEBAAAATLiqunJn2x0eBQAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHVo57gEAy8fGjRszNTU17mEwT9u2bUuSrFmzZswjYb7Wrl2bDRs2jHsYAADsJ6INsGCmpqbyjau+ldWHiABLwY03bR8ubB/vQJiXG6/bNu4hAACwn4k2wIJafciaPPjxTx73MJiHi8/9cJL4/7VETP//AgBgcjinDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdGjios3GjRuzcePGcQ8DAADYC76fBybJynEPYH+bmpoa9xAAAIC95Pt5YJJM3EobAAAAgKVAtAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAmHhXX311Xvva12ZqamrB9vnVr341r3zlK3P55Zcv2D6T5MILL8wrXvGKXHTRRQu2z8X4+ll6FmMeXH/99TnttNNyww03LNg+k8mZs6INAAAw8c4888z84Ac/yAc+8IEF2+cZZ5yR1lre9773Ldg+k+Tss89Okpx11lkLts/F+PpZehZjHpx//vm58sorc9555y3YPpPJmbOiDQAAMNGuvvrqbN26NUmydevWBfnJ/Ve/+tVs3749SbJ9+/YFW21z4YUXZseOHUmSHTt2LMhqm8X4+ll6FmMeXH/99dm8eXNaa9m8efOCrbaZpDm7ctwD2N+2bduWm2++Oaeffvq4hwLLztTUVG4pLRgWw/Ybvpep66/z9xcw8aampnLAAQcs6D7PPPPM21z/wAc+kBe/+MX7tM8zzjjjNtff97735VWvetU+7TO5dZXNtLPOOitHHXXUPu1zMb5+lp7FmAfnn39+WmtJktZazjvvvJx00kn7tM9ksubsbv91VVWnVtWmqtp07bXX7o8xAQAA7DfTP7Gf6/remF5lM9f1vTW9ymau63tjMb5+lp7FmAdbtmy5zcqwLVu27PM+k8mas7tdadNaOy3JaUly3HHHtUUf0SJbs2ZNkuQFL3jBmEcCy8/pp5+ebTcuzDckwG2tOvDgrFm9yt9fwMRbjBWHhx122G3+0XfYYYft8z5XrVp1m1CzatWqfd5nkqxYseI2oWbFihX7vM/F+PpZehZjHqxfvz6bNm3Kjh07smLFiqxfv36f95lM1px1HAMAADDRnv70p9/m+jOe8Yx93ueznvWs21z/tV/7tX3eZ5KcfPLJt7n+tKc9bZ/3uRhfP0vPYsyDE044IVWVJKmqnHjiifu8z2Sy5qxoAwAATLTDDz/8xz+pP+yww7J27dp93ueRRx7549U1q1atyn3uc5993meSHH300T9eXbNixYp9Pp9NsjhfP0vPYsyDgw46KMcee2yqKscee2wOPPDAfd5nMllzVrQBAAAm3tOf/vTc4Q53WNCf2D/rWc9KVS3YKptp06ttFmKVzbTF+PpZehZjHpxwwgm55z3vuWCrbKZNypyduN8eBQAAMNvhhx+eV7/61Qu6zyOPPDKvf/3rF3SfyWi1zdFHH72g+1yMr5+lZzHmwUEHHZRTTz11QfeZTM6ctdIGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHVo57APvb2rVrxz0EAABgL/l+HpgkExdtNmzYMO4hAAAAe8n388AkcXgUAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0aOW4BwAsLzdety0Xn/vhcQ+Debjxum1J4v/XEnHjdduyZvUR4x4GAAD7kWgDLJi1a9eOewjsie2rkiRrVq8a80CYjzWrj/AeAwCYMKINsGA2bNgw7iEAAAAsG85pAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADpUrbX537nq2iRXLt5w9ptDk3x73IOAZcr7CxaP9xcsHu8vWDzeX7B792yt3XX2xj2KNstFVW1qrR037nHAcuT9BYvH+wsWj/cXLB7vL9h7Do8CAAAA6JBoAwAAANChSY02p417ALCMeX/B4vH+gsXj/QWLx/sL9tJEntMGAAAAoHeTutIGAAAAoGuiDQAAAECHJi7aVNUTq+rLVXV5Vb1s3OOBpayq3llVW6vqkhnb7lJV51bVV4c/DxnnGGGpqqp7VNX5VXVZVV1aVS8atnuPwT6oqlVV9fmqunB4b7122O69BQukqlZU1RerauNw3fsL9tJERZuqWpHkr5I8KckDkjyrqh4w3lHBkvauJE+cte1lST7eWjsyyceH68Ce+1GS322t/VyShyf5reHvLO8x2Dc/SHJia+3oJOuTPLGqHh7vLVhIL0py2Yzr3l+wlyYq2iR5aJLLW2tfa63dnOT9SU4a85hgyWqtfSrJd2ZtPinJu4fL707y1P05JlguWmtTrbULhss3ZPTN7xHxHoN90ka+P1y9/fBfi/cWLIiqunuS/5Lk7TM2e3/BXpq0aHNEkm/OuH7VsA1YOHdrrU0lo390JjlszOOBJa+q1iU5Jsnn4j0G+2w4dGNLkq1Jzm2teW/BwvmLJL+f5JYZ27y/YC9NWrSpnWzzO88B6FZV3TnJB5O8uLV2/bjHA8tBa21Ha219krsneWhVPWjMQ4Jloao2JNnaWts87rHAcjFp0eaqJPeYcf3uSa4e01hgubqmqtYmyfDn1jGPB5asqrp9RsHmva21Dw2bvcdggbTWvpvkExmdn817C/bdI5M8paquyOhUFCdW1d/G+wv22qRFmy8kObKq7lVVByR5ZpJzxjwmWG7OSXLKcPmUJP8wxrHAklVVleQdSS5rrb1xxk3eY7APququVfVTw+U7Jnlcki/Fewv2WWvt5a21u7fW1mX0b63zWmvPifcX7LVqbbKODqqqX87oOMsVSd7ZWnv9eEcES1dVnZHk+CSHJrkmyauT/H2SM5P8TJJvJHlaa232yYqB3aiqRyX5dJKLc+t5AV6R0XltvMdgL1XVURmdCHVFRj/APLO19sdVtSbeW7Bgqur4JL/XWtvg/QV7b+KiDQAAAMBSMGmHRwEAAAAsCaINAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gDAElFVP11V76+qf6+qf6uqj1TVffdwH9/fw/t/oqqO27OR3ubxV1TVoXv4mBdX1Z329jln7eupVfWq4fJvV9Ulw+t2wLDtUVX1xl08fkdVbamqS6vqwqp6aVXt8vunqjq8qs4eLh9fVRvnOdZ1VXXV7P0Pz//QXTzmkvnsf47Hv7+qjtzbxwMAi0u0AYAloKoqyd8l+URr7d6ttQckeUWSu8338buLDfvLPMby4iQLEm2S/H6StwyX/2uSo5J8MckvDa/pHyV53S4ef1NrbX1r7YFJHp/kl5O8eldP2Fq7urV28p4OtLV2RZJvJnn09Laqun+SA1trn9/T/c3TWzN6jQCADnXxzRsAsFsnJPlha+1t0xtaa1taa5+uqjtX1cer6oKquriqTkp+vArjsqp6S5ILktxj2P5nw30/XlV3Hbatr6rPVtVFVfV3VXXIjOd+WlV9vqq+UlWPHu7/6apaP32HqvpMVR1VVWuq6qNV9cWq+p9Jaq6xVNVbq2rTsIrltcP9fifJ4UnOr6rzh21PqKp/HcZ8VlXdedj+p8OKo4uq6g2zX7BhFdIPWmvfnrH59hkFoR8meW6Sj7TWrpvP/4DW2tYkpyZ54RCe1g2vwwXDf78w42u9zeqXqrpdVX11xut9u6q6fCerkM5I8swZ15+Z5Iy5nmvWczyvqt484/rGqjp+V69hkk8neVxVrZzPawAA7F+iDQAsDQ9KsnmO27Yn+ZXW2kMyijt/NqwiSZL7Jfmb1toxrbUrk6xOcsFw30/m1lUjf5PkD1prRyW5OLddTbKytfbQjFbATG9/e5LnJT+OI3dorV003P4vrbVjkpyT5Gdm7Gf2WF7ZWjsuo9Uvv1hVR7XW3pTk6iQntNZOGKLGHyZ53DDmTUleWlV3SfIrSR44jPn/3cnr8siMAtG0NyT5bJK7JvlMklNy6yqceWmtfS2j758OS7I1yeOHcT0jyZt28bhbkvxtkmcPmx6X5MJZQSlJzkzy1BkR5RlJ3r8nzzXbXK/hjHFdnuTo+e4PANh/RBsAWPoqyZ9U1UVJPpbkiNx62NSVrbXPzrjvLUk+MFz+2ySPqqqDk/xUa+2Tw/Z3J3nMjMd8aPhzc5J1w+Wzkmyoqtsn+Y0k7xq2P2bYb1pr/5hk5iqW2WN5elVdkNHhSg9M8oCdfG0PH7Z/pqq2ZBRa7pnk+oxi1dur6leT/OdOHrs2ybXTV1pr7xmC0XMyihZvSvKkqjq7qv58Dw4fmw5it09yelVdnNHrsbPxz/TOJL8+XP6NJH89+w6ttf9IcmmSxw4rmX7YWrtkL55rprlew2lbM1rdBAB0xlJYAFgaLk0y13lSnp3R6pFjW2s/rKorkqwabrtxN/tt83juHwx/7sjwvUNr7T+r6twkJyV5epKZJyuea58/HktV3SvJ7yX5+dbadVX1rhljnqmSnNtae9ZP3DA6Oe9jMzqE6IVJTpx1l5uSHLyTxx0+PO9rq+rzSR6R5PXDvs6dY+zTj/3ZjF6HrRmtKromo1Uqt8soIs2ptfbNqrqmqk5M8rDcuupmtulDpK4ZLifJS+bxXD/KbX8gN/16zvkazrjfTbsaOwAwHlbaAMDScF6SO1TVC6Y3VNXPV9UvZhQmtg7B5oTcdhXFbLfLrfHn1zI6lOl7Sa6bPl9NRud6+eTOHjzL2zNarfKF1tp3hm2fyhAjqupJSQ6Z47EHZRRxvldVd0vypBm33ZDkwOHyZ5M8sqruM+zzTlV13+GcLAe31j6S0WFb63fyHJcluc9Otr8uoxMQJ8kdM4pMt2Q3Jz8ezkfztiRvbq21jF73qeEQo+cmWbGrxw/entFKpDNbazvmuM8HMzrh8fShUZnnc12RZP1wvpx7JJn+jVM7fQ1nPO6+GUVBAKAzVtoAwBLQWmtV9StJ/qKqXpbRSosrMgoWlyb5cFVtSrIlyZd2sasbkzywqjYn+V5GYSAZHTLzthr9qu2vJXn+PMa0uaquz20P83ltRifOvSCj8PONOR57YVV9cRj71zI6x8y005L8r6qaGs5r87xhn3cYbv/DjMLOP1TVqoxWkrxkJ0/zqQzn9xkiS6rqmOH5vzjc5x0ZncPnm8PYZ7vjcEjR7TNayfKeJNO/IvwtST5YVU9Lcn52v6opGZ3n56+zk0OjprXWvltVn01yt9ba1/fguT6T5OvD13NJhvP5tNauneM1/MoQzG5qrU3NY+wAwH5Ww/cwAAB7ZDjM6BNJ7j+sAOlOVf1lkg+31j427rEkSVUdl+TPW2uP3u2d94OqekmS61tr7xj3WACAn+TwKABgj1XVryf5XEa/AarLYDP4k+zmsKf9ZVgh9cEkLx/3WGb4bkYnngYAOmSlDQAAAECHrLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADq0ck/ufOihh7Z169Yt0lAAAAAAJs/mzZu/3Vq76+ztexRt1q1bl02bNi3cqAAAAAAmXFVdubPtDo8CAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOiTYAAAAAHRJtAAAAADok2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INAAAAQIdEGwAAAIAOrRz3APa3jRs3ZmpqatzDgAW1bdu2JMmaNWvGPBJYOGvXrs2GDRvGPQwAABibiYs2U1NT+cZV38rqQ/zjluXjxpu2Dxe2j3cgsEBuvG7buIcAAABjN3HRJklWH7ImD378k8c9DFgwF5/74SQxr1k2puc0AABMMue0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADq0c9wD2t23btmX7D3807mEAAABMrI0bNyZJNmzYMOaRQN8mLtrcfPPN2bHjlnEPAwAAYGJNTU2NewiwJDg8CgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAAAdEm0AAAAAOiTaAAAAAHRItAEAAADokGgDAAAA0CHRBgAAAKBDog0AAABAh0QbAAAAgA6JNgAAAMCScuGFF+YVr3hFLrroonEPZVGJNgAAAMCScvbZZydJzjrrrDGPZHGJNgAAAMCSceGFF2bHjh1Jkh07dizr1TYrxz0AAJht+w3fy9T11+X0008f91AAgEUwNTWVAw44YNzDYImaXmUz7ayzzspRRx01ptEsrt2utKmqU6tqU1Vtuvbaa/fHmAAAAAB2anqVzVzXl5PdrrRprZ2W5LQkOe6449qijwiAibfqwIOzZvWqvOAFLxj3UACARWA1LftixYoVtwk1K1asGONoFpdz2gAAAABLxsknn3yb60972tPGNJLFJ9oAAAAAS8bRRx/949U1K1asWLbns0lEGwAAAGCJmV5ts5xX2SR+exQAAACwxBx99NE5+uijxz2MRWelDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADq0c9wD2twMOOCC3/PBH4x4GAADAxFq7du24hwBLwsRFmzVr1mTbjdvHPQwAAICJtWHDhnEPAZYEh0cBAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHVo57AONw43XbcvG5Hx73MGDB3HjdtiQxr1k2brxuW9asPmLcwwAAgLGauGizdu3acQ8BFt72VUmSNatXjXkgsDDWrD7C5zUAABNv4qLNhg0bxj0EAAAAgN1yThsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQIdEGAAAAoEOiDQAAAECHRBsAAACADok2AAAAAB0SbQAAAAA6JNoAAAAAdEi0AQAAAOiQaAMAAADQoWqtzf/OVdcmuXLxhrPfHJrk2+MeBCww85rlxpxmuTGnWW7MaZYbc5pxumdr7a6zN+5RtFkuqmpTa+24cY8DFpJ5zXJjTrPcmNMsN+Y0y405TY8cHgUAAADQIdEGAAAAoEOTGm1OG/cAYBGY1yw35jTLjTnNcmNOs9yY03RnIs9pAwAAANC7SV1pAwAAANA10QYAAACgQxMXbarqiVX15aq6vKpeNu7xwL6qqiuq6uKq2lJVm8Y9HtgbVfXOqtpaVZfM2HaXqjq3qr46/HnIOMcIe2KOOf2aqvrW8Hm9pap+eZxjhPmqqntU1flVdVlVXVpVLxq2+5xmydrFvPZZTVcm6pw2VbUiyVeSPD7JVUm+kORZrbV/G+vAYB9U1RVJjmutfXvcY4G9VVWPSfL9JH/TWnvQsO2/J/lOa+1Ph8h+SGvtD8Y5TpivOeb0a5J8v7X2hnGODfZUVa1Nsra1dkFVHZhkc5KnJnlefE6zRO1iXj89PqvpyKSttHlokstba19rrd2c5P1JThrzmAAmXmvtU0m+M2vzSUnePVx+d0bfSMGSMMechiWptTbVWrtguHxDksuSHBGf0yxhu5jX0JVJizZHJPnmjOtXxRuTpa8l+WhVba6qU8c9GFhAd2utTSWjb6ySHDbm8cBCeGFVXTQcPuVQEpacqlqX5Jgkn4vPaZaJWfM68VlNRyYt2tROtk3O8WEsV49srT0kyZOS/NawJB+A/rw1yb2TrE8yleTPxjoa2ENVdeckH0zy4tba9eMeDyyEncxrn9V0ZdKizVVJ7jHj+t2TXD2mscCCaK1dPfy5NcnfZXQYICwH1wzHm08fd751zOOBfdJau6a1tqO1dkuS0+PzmiWkqm6f0T9s39ta+9Cw2ec0S9rO5rXPanozadHmC0mOrKp7VdUBSZ6Z5Jwxjwn2WlWtHk6clqpaneQJSS7Z9aNgyTgnySnD5VOS/MMYxwL7bPoft4Nfic9rloiqqiTvSHJZa+2NM27yOc2SNde89llNbybqt0clyfAr2/4iyYok72ytvX68I4K9V1U/m9HqmiRZmeR95jRLUVWdkeT4JIcmuSbJq5P8fZIzk/xMkm8keVprzYldWRLmmNPHZ7TcviW5IslvTp8PBHpWVY9K8ukkFye5Zdj8iozO/+FzmiVpF/P6WfFZTUcmLtoAAAAALAWTdngUAAAAwJIg2gAAAAB0SLQBAAAA6JBoAwAAANAh0QYAAACgQ6INACxhVbWjqrZU1aVVdWFVvbSqbjfcdlxVvWk3j19fVb+8SGNbV1U3DeOb/u9nqurs4fbnVdWbF/g5/6KqHjNcfm9VXVRVfzLj9j+qqpPmeOzxVfW9qvpiVX25qj5VVRvm8ZxPqaqXDZdfU1W/N8+xPm/41eAztx1aVddW1R128Zi9es2q6oDha1q5N48HAPY/f2kDwNJ2U2ttfZJU1WFJ3pfk4CSvbq1tSrJpN49fn+S4JB+Z7xNW1crW2o/mefd/nx7fDCfP97l2M44VrbUdM67fJcnDW2svrqqjkqS1dlRVfbqqDk5ypyQPba29bhe7/XRrbcOwv/VJ/r6qbmqtfXyuB7TWzklyzl58CR9K8oaqulNr7T+HbScnOae19oO92N8utdZurqqPJ3lGkvcu9P4BgIVnpQ0ALBOtta1JTk3ywho5vqo2JklVra6qd1bVF4aVJCdV1QFJ/jjJM4ZVMM+oqodW1f8e7vO/q+p+w+OfV1VnVdWHk3y0qt4zc8XKsKrlKbsb47D65pIZm+5RVf80rGx59Yz7PaeqPj+M639W1Yph+/er6o+r6nNJHjFr9ycn+afh8g+T3HFYdXRAkh3D1/qqPXg9twyPeeHw3E+uqs8Nr83HqupuM16b26x+qap7V9UFM64fWVWbZ+3/+iSfSvLkGZufmeSMuZ5r1nO8q6pOnnH9+zMu/z/D/+uLquq1Mx7290mePd/XAAAYL9EGAJaR1trXMvr7/bBZN70yyXmttZ9PckKS/5Hk9hlFjA+01ta31j6Q5EtJHtNaO2a47U9m7OMRSU5prZ2Y5O1Jnp8kwyqWX8jOV+vce8ahUX+1k9sfmlFEWJ/kacMhXT+X0WqQRw6rdHbk1tCwOsklrbWHtdb+Zda+Hplk8/A6XJbkG0kuSHJmkvskqdbaF3cyhl25IMn9h8v/ktFKnmOSvD/J78/1oNbavyf53rBaJxm9Vu/ayV3PyCjUpKoOT3LfJOfvyXPNVlVPSHJkRq/t+iTHTh8yluSSJD8/330BAOPl8CgAWH5qJ9uekOQ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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Checking for the outliers\n", "plt.figure(figsize= (20,15))\n", "plt.subplot(3,1,1)\n", "sns.boxplot(x= df['Sodium (% Daily Value)'], color='lightblue')\n", "\n", "plt.subplot(3,1,2)\n", "sns.boxplot(x= df['Carbohydrates (% Daily Value)'], color='lightblue')\n", "\n", "plt.subplot(3,1,3)\n", "sns.boxplot(x= df['Dietary Fiber (% Daily Value)'], color='lightblue')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Observation Based on the above visualization, the below variables have outlier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Calories outlier \n", " Fat outlier \n", " Total Fat outlier \n", " Total Fat (% Daily Value) outlier \n", " Trans Fat outlier \n", " Cholesterol outlier \n", " Cholesterol (% Daily Value) outlier \n", " Sodium outlier \n", " Sodium (% Daily Value) outlier \n", " Carbohydrates outlier \n", " Carbohydrates (% Daily Value) outlier \n", " Dietary Fiber (% Daily Value) outlier \n", " Sugars outlier Protein outlier \n", " Vitamin A (% Daily Value) outlier \n", " Vitamin C (% Daily Value) outlier \n", " Calcium (% Daily Value) outlier \n", " Iron (% Daily Value) outlier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Which variables have the highest correlation? Plot them and find out the value?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CaloriesCalories from FatTotal FatTotal Fat (% Daily Value)Saturated FatSaturated Fat (% Daily Value)Trans FatCholesterolCholesterol (% Daily Value)Sodium...CarbohydratesCarbohydrates (% Daily Value)Dietary FiberDietary Fiber (% Daily Value)SugarsProteinVitamin A (% Daily Value)Vitamin C (% Daily Value)Calcium (% Daily Value)Iron (% Daily Value)
Calories1.000.900.900.900.850.850.520.600.600.71...0.780.780.540.540.260.790.11-0.070.430.64
Calories from Fat0.901.001.001.000.850.850.430.680.680.85...0.460.460.580.58-0.120.810.06-0.090.160.74
Total Fat0.901.001.001.000.850.850.430.680.680.85...0.460.460.580.58-0.120.810.05-0.090.160.73
Total Fat (% Daily Value)0.901.001.001.000.850.850.430.680.680.85...0.460.460.580.58-0.120.810.05-0.090.160.74
Saturated Fat0.850.850.850.851.001.000.620.630.630.58...0.590.590.350.350.200.600.06-0.180.400.58
Saturated Fat (% Daily Value)0.850.850.850.851.001.000.620.630.630.59...0.590.590.360.350.200.610.07-0.180.400.58
Trans Fat0.520.430.430.430.620.621.000.250.250.19...0.460.460.050.060.330.390.08-0.080.390.33
Cholesterol0.600.680.680.680.630.630.251.001.000.62...0.270.270.440.44-0.140.560.08-0.080.130.65
Cholesterol (% Daily Value)0.600.680.680.680.630.630.251.001.000.62...0.270.270.430.44-0.140.560.08-0.080.130.65
Sodium0.710.850.850.850.580.590.190.620.621.00...0.200.200.690.69-0.430.870.08-0.03-0.020.87
Sodium (% Daily Value)0.710.850.850.850.590.590.190.620.621.00...0.200.200.690.69-0.420.870.08-0.03-0.020.87
Carbohydrates0.780.460.460.460.590.590.460.270.270.20...1.001.000.220.230.760.350.08-0.030.590.21
Carbohydrates (% Daily Value)0.780.460.460.460.590.590.460.270.270.20...1.001.000.220.230.760.350.08-0.040.590.21
Dietary Fiber0.540.580.580.580.350.360.050.440.430.69...0.220.221.000.99-0.300.640.340.140.030.74
Dietary Fiber (% Daily Value)0.540.580.580.580.350.350.060.440.440.69...0.230.230.991.00-0.290.660.360.150.050.74
Sugars0.26-0.12-0.12-0.120.200.200.33-0.14-0.14-0.43...0.760.76-0.30-0.291.00-0.180.05-0.070.60-0.36
Protein0.790.810.810.810.600.610.390.560.560.87...0.350.350.640.66-0.181.000.21-0.050.330.79
Vitamin A (% Daily Value)0.110.060.050.050.060.070.080.080.080.08...0.080.080.340.360.050.211.000.070.180.14
Vitamin C (% Daily Value)-0.07-0.09-0.09-0.09-0.18-0.18-0.08-0.08-0.08-0.03...-0.03-0.040.140.15-0.07-0.050.071.00-0.220.00
Calcium (% Daily Value)0.430.160.160.160.400.400.390.130.13-0.02...0.590.590.030.050.600.330.18-0.221.000.03
Iron (% Daily Value)0.640.740.730.740.580.580.330.650.650.87...0.210.210.740.74-0.360.790.140.000.031.00
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21 rows × 21 columns

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" ], "text/plain": [ " Calories Calories from Fat Total Fat \\\n", "Calories 1.00 0.90 0.90 \n", "Calories from Fat 0.90 1.00 1.00 \n", "Total Fat 0.90 1.00 1.00 \n", "Total Fat (% Daily Value) 0.90 1.00 1.00 \n", "Saturated Fat 0.85 0.85 0.85 \n", "Saturated Fat (% Daily Value) 0.85 0.85 0.85 \n", "Trans Fat 0.52 0.43 0.43 \n", "Cholesterol 0.60 0.68 0.68 \n", "Cholesterol (% Daily Value) 0.60 0.68 0.68 \n", "Sodium 0.71 0.85 0.85 \n", "Sodium (% Daily Value) 0.71 0.85 0.85 \n", "Carbohydrates 0.78 0.46 0.46 \n", "Carbohydrates (% Daily Value) 0.78 0.46 0.46 \n", "Dietary Fiber 0.54 0.58 0.58 \n", "Dietary Fiber (% Daily Value) 0.54 0.58 0.58 \n", "Sugars 0.26 -0.12 -0.12 \n", "Protein 0.79 0.81 0.81 \n", "Vitamin A (% Daily Value) 0.11 0.06 0.05 \n", "Vitamin C (% Daily Value) -0.07 -0.09 -0.09 \n", "Calcium (% Daily Value) 0.43 0.16 0.16 \n", "Iron (% Daily Value) 0.64 0.74 0.73 \n", "\n", " Total Fat (% Daily Value) Saturated Fat \\\n", "Calories 0.90 0.85 \n", "Calories from Fat 1.00 0.85 \n", "Total Fat 1.00 0.85 \n", "Total Fat (% Daily Value) 1.00 0.85 \n", "Saturated Fat 0.85 1.00 \n", "Saturated Fat (% Daily Value) 0.85 1.00 \n", "Trans Fat 0.43 0.62 \n", "Cholesterol 0.68 0.63 \n", "Cholesterol (% Daily Value) 0.68 0.63 \n", "Sodium 0.85 0.58 \n", "Sodium (% Daily Value) 0.85 0.59 \n", "Carbohydrates 0.46 0.59 \n", "Carbohydrates (% Daily Value) 0.46 0.59 \n", "Dietary Fiber 0.58 0.35 \n", "Dietary Fiber (% Daily Value) 0.58 0.35 \n", "Sugars -0.12 0.20 \n", "Protein 0.81 0.60 \n", "Vitamin A (% Daily Value) 0.05 0.06 \n", "Vitamin C (% Daily Value) -0.09 -0.18 \n", "Calcium (% Daily Value) 0.16 0.40 \n", "Iron (% Daily Value) 0.74 0.58 \n", "\n", " Saturated Fat (% Daily Value) Trans Fat \\\n", "Calories 0.85 0.52 \n", "Calories from Fat 0.85 0.43 \n", "Total Fat 0.85 0.43 \n", "Total Fat (% Daily Value) 0.85 0.43 \n", "Saturated Fat 1.00 0.62 \n", "Saturated Fat (% Daily Value) 1.00 0.62 \n", "Trans Fat 0.62 1.00 \n", "Cholesterol 0.63 0.25 \n", "Cholesterol (% Daily Value) 0.63 0.25 \n", "Sodium 0.59 0.19 \n", "Sodium (% Daily Value) 0.59 0.19 \n", "Carbohydrates 0.59 0.46 \n", "Carbohydrates (% Daily Value) 0.59 0.46 \n", "Dietary Fiber 0.36 0.05 \n", "Dietary Fiber (% Daily Value) 0.35 0.06 \n", "Sugars 0.20 0.33 \n", "Protein 0.61 0.39 \n", "Vitamin A (% Daily Value) 0.07 0.08 \n", "Vitamin C (% Daily Value) -0.18 -0.08 \n", "Calcium (% Daily Value) 0.40 0.39 \n", "Iron (% Daily Value) 0.58 0.33 \n", "\n", " Cholesterol Cholesterol (% Daily Value) \\\n", "Calories 0.60 0.60 \n", "Calories from Fat 0.68 0.68 \n", "Total Fat 0.68 0.68 \n", "Total Fat (% Daily Value) 0.68 0.68 \n", "Saturated Fat 0.63 0.63 \n", "Saturated Fat (% Daily Value) 0.63 0.63 \n", "Trans Fat 0.25 0.25 \n", "Cholesterol 1.00 1.00 \n", "Cholesterol (% Daily Value) 1.00 1.00 \n", "Sodium 0.62 0.62 \n", "Sodium (% Daily Value) 0.62 0.62 \n", "Carbohydrates 0.27 0.27 \n", "Carbohydrates (% Daily Value) 0.27 0.27 \n", "Dietary Fiber 0.44 0.43 \n", "Dietary Fiber (% Daily Value) 0.44 0.44 \n", "Sugars -0.14 -0.14 \n", "Protein 0.56 0.56 \n", "Vitamin A (% Daily Value) 0.08 0.08 \n", "Vitamin C (% Daily Value) -0.08 -0.08 \n", "Calcium (% Daily Value) 0.13 0.13 \n", "Iron (% Daily Value) 0.65 0.65 \n", "\n", " Sodium ... Carbohydrates \\\n", "Calories 0.71 ... 0.78 \n", "Calories from Fat 0.85 ... 0.46 \n", "Total Fat 0.85 ... 0.46 \n", "Total Fat (% Daily Value) 0.85 ... 0.46 \n", "Saturated Fat 0.58 ... 0.59 \n", "Saturated Fat (% Daily Value) 0.59 ... 0.59 \n", "Trans Fat 0.19 ... 0.46 \n", "Cholesterol 0.62 ... 0.27 \n", "Cholesterol (% Daily Value) 0.62 ... 0.27 \n", "Sodium 1.00 ... 0.20 \n", "Sodium (% Daily Value) 1.00 ... 0.20 \n", "Carbohydrates 0.20 ... 1.00 \n", "Carbohydrates (% Daily Value) 0.20 ... 1.00 \n", "Dietary Fiber 0.69 ... 0.22 \n", "Dietary Fiber (% Daily Value) 0.69 ... 0.23 \n", "Sugars -0.43 ... 0.76 \n", "Protein 0.87 ... 0.35 \n", "Vitamin A (% Daily Value) 0.08 ... 0.08 \n", "Vitamin C (% Daily Value) -0.03 ... -0.03 \n", "Calcium (% Daily Value) -0.02 ... 0.59 \n", "Iron (% Daily Value) 0.87 ... 0.21 \n", "\n", " Carbohydrates (% Daily Value) Dietary Fiber \\\n", "Calories 0.78 0.54 \n", "Calories from Fat 0.46 0.58 \n", "Total Fat 0.46 0.58 \n", "Total Fat (% Daily Value) 0.46 0.58 \n", "Saturated Fat 0.59 0.35 \n", "Saturated Fat (% Daily Value) 0.59 0.36 \n", "Trans Fat 0.46 0.05 \n", "Cholesterol 0.27 0.44 \n", "Cholesterol (% Daily Value) 0.27 0.43 \n", "Sodium 0.20 0.69 \n", "Sodium (% Daily Value) 0.20 0.69 \n", "Carbohydrates 1.00 0.22 \n", "Carbohydrates (% Daily Value) 1.00 0.22 \n", "Dietary Fiber 0.22 1.00 \n", "Dietary Fiber (% Daily Value) 0.23 0.99 \n", "Sugars 0.76 -0.30 \n", "Protein 0.35 0.64 \n", "Vitamin A (% Daily Value) 0.08 0.34 \n", "Vitamin C (% Daily Value) -0.04 0.14 \n", "Calcium (% Daily Value) 0.59 0.03 \n", "Iron (% Daily Value) 0.21 0.74 \n", "\n", " Dietary Fiber (% Daily Value) Sugars Protein \\\n", "Calories 0.54 0.26 0.79 \n", "Calories from Fat 0.58 -0.12 0.81 \n", "Total Fat 0.58 -0.12 0.81 \n", "Total Fat (% Daily Value) 0.58 -0.12 0.81 \n", "Saturated Fat 0.35 0.20 0.60 \n", "Saturated Fat (% Daily Value) 0.35 0.20 0.61 \n", "Trans Fat 0.06 0.33 0.39 \n", "Cholesterol 0.44 -0.14 0.56 \n", "Cholesterol (% Daily Value) 0.44 -0.14 0.56 \n", "Sodium 0.69 -0.43 0.87 \n", "Sodium (% Daily Value) 0.69 -0.42 0.87 \n", "Carbohydrates 0.23 0.76 0.35 \n", "Carbohydrates (% Daily Value) 0.23 0.76 0.35 \n", "Dietary Fiber 0.99 -0.30 0.64 \n", "Dietary Fiber (% Daily Value) 1.00 -0.29 0.66 \n", "Sugars -0.29 1.00 -0.18 \n", "Protein 0.66 -0.18 1.00 \n", "Vitamin A (% Daily Value) 0.36 0.05 0.21 \n", "Vitamin C (% Daily Value) 0.15 -0.07 -0.05 \n", "Calcium (% Daily Value) 0.05 0.60 0.33 \n", "Iron (% Daily Value) 0.74 -0.36 0.79 \n", "\n", " Vitamin A (% Daily Value) \\\n", "Calories 0.11 \n", "Calories from Fat 0.06 \n", "Total Fat 0.05 \n", "Total Fat (% Daily Value) 0.05 \n", "Saturated Fat 0.06 \n", "Saturated Fat (% Daily Value) 0.07 \n", "Trans Fat 0.08 \n", "Cholesterol 0.08 \n", "Cholesterol (% Daily Value) 0.08 \n", "Sodium 0.08 \n", "Sodium (% Daily Value) 0.08 \n", "Carbohydrates 0.08 \n", "Carbohydrates (% Daily Value) 0.08 \n", "Dietary Fiber 0.34 \n", "Dietary Fiber (% Daily Value) 0.36 \n", "Sugars 0.05 \n", "Protein 0.21 \n", "Vitamin A (% Daily Value) 1.00 \n", "Vitamin C (% Daily Value) 0.07 \n", "Calcium (% Daily Value) 0.18 \n", "Iron (% Daily Value) 0.14 \n", "\n", " Vitamin C (% Daily Value) \\\n", "Calories -0.07 \n", "Calories from Fat -0.09 \n", "Total Fat -0.09 \n", "Total Fat (% Daily Value) -0.09 \n", "Saturated Fat -0.18 \n", "Saturated Fat (% Daily Value) -0.18 \n", "Trans Fat -0.08 \n", "Cholesterol -0.08 \n", "Cholesterol (% Daily Value) -0.08 \n", "Sodium -0.03 \n", "Sodium (% Daily Value) -0.03 \n", "Carbohydrates -0.03 \n", "Carbohydrates (% Daily Value) -0.04 \n", "Dietary Fiber 0.14 \n", "Dietary Fiber (% Daily Value) 0.15 \n", "Sugars -0.07 \n", "Protein -0.05 \n", "Vitamin A (% Daily Value) 0.07 \n", "Vitamin C (% Daily Value) 1.00 \n", "Calcium (% Daily Value) -0.22 \n", "Iron (% Daily Value) 0.00 \n", "\n", " Calcium (% Daily Value) Iron (% Daily Value) \n", "Calories 0.43 0.64 \n", "Calories from Fat 0.16 0.74 \n", "Total Fat 0.16 0.73 \n", "Total Fat (% Daily Value) 0.16 0.74 \n", "Saturated Fat 0.40 0.58 \n", "Saturated Fat (% Daily Value) 0.40 0.58 \n", "Trans Fat 0.39 0.33 \n", "Cholesterol 0.13 0.65 \n", "Cholesterol (% Daily Value) 0.13 0.65 \n", "Sodium -0.02 0.87 \n", "Sodium (% Daily Value) -0.02 0.87 \n", "Carbohydrates 0.59 0.21 \n", "Carbohydrates (% Daily Value) 0.59 0.21 \n", "Dietary Fiber 0.03 0.74 \n", "Dietary Fiber (% Daily Value) 0.05 0.74 \n", "Sugars 0.60 -0.36 \n", "Protein 0.33 0.79 \n", "Vitamin A (% Daily Value) 0.18 0.14 \n", "Vitamin C (% Daily Value) -0.22 0.00 \n", "Calcium (% Daily Value) 1.00 0.03 \n", "Iron (% Daily Value) 0.03 1.00 \n", "\n", "[21 rows x 21 columns]" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrPearson = df.corr(method=\"pearson\")\n", "corrPearson" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(20,10))\n", "sns.heatmap(corrPearson,annot=True, vmin=-1, vmax=+1,linecolor='white',square=False)\n", "plt.title(\"PEARSON\")\n", "plt.xlabel(\"COLUMNS\")\n", "plt.ylabel(\"COLUMNS\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## List of Variables which have Correlation with each other." ] }, { "cell_type": "raw", "metadata": {}, "source": [ "This list is with respect to Calories :-\n", " Calories & Iron [ 0.64 ]\n", " Calories & Sodium [ 0.71 ]\n", " Calories & Cholestrol [ 0.68 ]\n", " Calories & Saturated Fat [ 0.85 ]\n", "\n", " list is with respect to Total Fat :-\n", " Total Fat & Iron [ 0.73 ]\n", " Total Fat & Protien [ 0.81 ]\n", " Total Fat & Dietary Fiber [ 0.58 ]\n", " Total Fat & Sodium [ 0.85 ]\n", " Total Fat & Cholestrol [ 0.68 ]\n", " Total Fat & Saturated Fat [ 0.85 ]\n", "\n", "list is with respect to Saturated Fat :-\n", " Saturated Fat & Iron [ 0.58 ]\n", " Saturated Fat & Protien [ 0.6 ]\n", " Saturated Fat & Carbohydrates [ 0.58 ]\n", " Saturated Fat & Sodium [ 0.58 ]\n", " Saturated Fat & Cholestrol [ 0.63 ]\n", " \n", "This list is with respect to Sodium :-\n", " Sodium & Iron [ 0.87 ]\n", " Sodium & Protien [ 0.87 ]\n", " Sodium & Dietary Fiber [ 0.69 ]\n", "\n", "This list is with respect to Carbohydrates :-\n", " Carbohydrates & Calcium [ 0.59 ]\n", " Carbohydrates & Sugars [ 0.76 ]\n", "\n", "This list is with respect to Dietary Fiber :-\n", " Dietary Fiber & Iron [ 0.74 ]\n", "\n", "This list is with respect to Sugars :-\n", " Sugars & Calcium [ 0.6 ]\n", "\n", "This list is with respect to Protien :-\n", " Protien & Iron [ 0.79 ] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## We can now, go ahead select and eat food items that are according to our own Fitness Goals or Health Goals" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CaloriesCalories from FatTotal FatTotal Fat (% Daily Value)Saturated FatSaturated Fat (% Daily Value)Trans FatCholesterolCholesterol (% Daily Value)Sodium...CarbohydratesCarbohydrates (% Daily Value)Dietary FiberDietary Fiber (% Daily Value)SugarsProteinVitamin A (% Daily Value)Vitamin C (% Daily Value)Calcium (% Daily Value)Iron (% Daily Value)
Calories1.000.890.900.900.860.860.580.840.830.79...0.730.730.560.570.230.790.450.210.510.69
Calories from Fat0.891.001.001.000.920.930.500.880.870.84...0.400.400.600.60-0.110.760.300.270.310.75
Total Fat0.901.001.001.000.920.930.500.880.870.85...0.410.410.600.60-0.110.770.310.260.330.75
Total Fat (% Daily Value)0.901.001.001.000.920.930.500.880.880.85...0.410.410.600.60-0.110.770.310.270.330.75
Saturated Fat0.860.920.920.921.001.000.600.870.870.69...0.470.470.400.400.100.640.410.050.460.58
Saturated Fat (% Daily Value)0.860.930.930.931.001.000.600.870.870.70...0.460.470.410.410.100.650.410.050.460.59
Trans Fat0.580.500.500.500.600.601.000.570.560.30...0.440.440.090.100.280.370.420.040.420.27
Cholesterol0.840.880.880.880.870.870.571.001.000.79...0.390.390.490.510.010.820.510.210.480.69
Cholesterol (% Daily Value)0.830.870.870.880.870.870.561.001.000.78...0.380.380.480.500.010.810.510.200.480.68
Sodium0.790.840.850.850.690.700.300.790.781.00...0.300.300.750.76-0.250.920.320.370.350.87
Sodium (% Daily Value)0.790.840.850.850.690.700.300.790.781.00...0.300.300.750.75-0.250.920.320.370.350.87
Carbohydrates0.730.400.410.410.470.460.440.390.380.30...1.001.000.240.260.720.350.43-0.000.530.25
Carbohydrates (% Daily Value)0.730.400.410.410.470.470.440.390.380.30...1.001.000.240.250.720.350.43-0.000.530.25
Dietary Fiber0.560.600.600.600.400.410.090.490.480.75...0.240.241.000.98-0.250.700.180.570.190.84
Dietary Fiber (% Daily Value)0.570.600.600.600.400.410.100.510.500.76...0.260.250.981.00-0.240.730.220.580.210.84
Sugars0.23-0.11-0.11-0.110.100.100.280.010.01-0.25...0.720.72-0.25-0.241.00-0.100.43-0.350.55-0.28
Protein0.790.760.770.770.640.650.370.820.810.92...0.350.350.700.73-0.101.000.460.370.530.80
Vitamin A (% Daily Value)0.450.300.310.310.410.410.420.510.510.32...0.430.430.180.220.430.461.00-0.050.760.22
Vitamin C (% Daily Value)0.210.270.260.270.050.050.040.210.200.37...-0.00-0.000.570.58-0.350.37-0.051.00-0.230.50
Calcium (% Daily Value)0.510.310.330.330.460.460.420.480.480.35...0.530.530.190.210.550.530.76-0.231.000.18
Iron (% Daily Value)0.690.750.750.750.580.590.270.690.680.87...0.250.250.840.84-0.280.800.220.500.181.00
\n", "

21 rows × 21 columns

\n", "
" ], "text/plain": [ " Calories Calories from Fat Total Fat \\\n", "Calories 1.00 0.89 0.90 \n", "Calories from Fat 0.89 1.00 1.00 \n", "Total Fat 0.90 1.00 1.00 \n", "Total Fat (% Daily Value) 0.90 1.00 1.00 \n", "Saturated Fat 0.86 0.92 0.92 \n", "Saturated Fat (% Daily Value) 0.86 0.93 0.93 \n", "Trans Fat 0.58 0.50 0.50 \n", "Cholesterol 0.84 0.88 0.88 \n", "Cholesterol (% Daily Value) 0.83 0.87 0.87 \n", "Sodium 0.79 0.84 0.85 \n", "Sodium (% Daily Value) 0.79 0.84 0.85 \n", "Carbohydrates 0.73 0.40 0.41 \n", "Carbohydrates (% Daily Value) 0.73 0.40 0.41 \n", "Dietary Fiber 0.56 0.60 0.60 \n", "Dietary Fiber (% Daily Value) 0.57 0.60 0.60 \n", "Sugars 0.23 -0.11 -0.11 \n", "Protein 0.79 0.76 0.77 \n", "Vitamin A (% Daily Value) 0.45 0.30 0.31 \n", "Vitamin C (% Daily Value) 0.21 0.27 0.26 \n", "Calcium (% Daily Value) 0.51 0.31 0.33 \n", "Iron (% Daily Value) 0.69 0.75 0.75 \n", "\n", " Total Fat (% Daily Value) Saturated Fat \\\n", "Calories 0.90 0.86 \n", "Calories from Fat 1.00 0.92 \n", "Total Fat 1.00 0.92 \n", "Total Fat (% Daily Value) 1.00 0.92 \n", "Saturated Fat 0.92 1.00 \n", "Saturated Fat (% Daily Value) 0.93 1.00 \n", "Trans Fat 0.50 0.60 \n", "Cholesterol 0.88 0.87 \n", "Cholesterol (% Daily Value) 0.88 0.87 \n", "Sodium 0.85 0.69 \n", "Sodium (% Daily Value) 0.85 0.69 \n", "Carbohydrates 0.41 0.47 \n", "Carbohydrates (% Daily Value) 0.41 0.47 \n", "Dietary Fiber 0.60 0.40 \n", "Dietary Fiber (% Daily Value) 0.60 0.40 \n", "Sugars -0.11 0.10 \n", "Protein 0.77 0.64 \n", "Vitamin A (% Daily Value) 0.31 0.41 \n", "Vitamin C (% Daily Value) 0.27 0.05 \n", "Calcium (% Daily Value) 0.33 0.46 \n", "Iron (% Daily Value) 0.75 0.58 \n", "\n", " Saturated Fat (% Daily Value) Trans Fat \\\n", "Calories 0.86 0.58 \n", "Calories from Fat 0.93 0.50 \n", "Total Fat 0.93 0.50 \n", "Total Fat (% Daily Value) 0.93 0.50 \n", "Saturated Fat 1.00 0.60 \n", "Saturated Fat (% Daily Value) 1.00 0.60 \n", "Trans Fat 0.60 1.00 \n", "Cholesterol 0.87 0.57 \n", "Cholesterol (% Daily Value) 0.87 0.56 \n", "Sodium 0.70 0.30 \n", "Sodium (% Daily Value) 0.70 0.30 \n", "Carbohydrates 0.46 0.44 \n", "Carbohydrates (% Daily Value) 0.47 0.44 \n", "Dietary Fiber 0.41 0.09 \n", "Dietary Fiber (% Daily Value) 0.41 0.10 \n", "Sugars 0.10 0.28 \n", "Protein 0.65 0.37 \n", "Vitamin A (% Daily Value) 0.41 0.42 \n", "Vitamin C (% Daily Value) 0.05 0.04 \n", "Calcium (% Daily Value) 0.46 0.42 \n", "Iron (% Daily Value) 0.59 0.27 \n", "\n", " Cholesterol Cholesterol (% Daily Value) \\\n", "Calories 0.84 0.83 \n", "Calories from Fat 0.88 0.87 \n", "Total Fat 0.88 0.87 \n", "Total Fat (% Daily Value) 0.88 0.88 \n", "Saturated Fat 0.87 0.87 \n", "Saturated Fat (% Daily Value) 0.87 0.87 \n", "Trans Fat 0.57 0.56 \n", "Cholesterol 1.00 1.00 \n", "Cholesterol (% Daily Value) 1.00 1.00 \n", "Sodium 0.79 0.78 \n", "Sodium (% Daily Value) 0.79 0.78 \n", "Carbohydrates 0.39 0.38 \n", "Carbohydrates (% Daily Value) 0.39 0.38 \n", "Dietary Fiber 0.49 0.48 \n", "Dietary Fiber (% Daily Value) 0.51 0.50 \n", "Sugars 0.01 0.01 \n", "Protein 0.82 0.81 \n", "Vitamin A (% Daily Value) 0.51 0.51 \n", "Vitamin C (% Daily Value) 0.21 0.20 \n", "Calcium (% Daily Value) 0.48 0.48 \n", "Iron (% Daily Value) 0.69 0.68 \n", "\n", " Sodium ... Carbohydrates \\\n", "Calories 0.79 ... 0.73 \n", "Calories from Fat 0.84 ... 0.40 \n", "Total Fat 0.85 ... 0.41 \n", "Total Fat (% Daily Value) 0.85 ... 0.41 \n", "Saturated Fat 0.69 ... 0.47 \n", "Saturated Fat (% Daily Value) 0.70 ... 0.46 \n", "Trans Fat 0.30 ... 0.44 \n", "Cholesterol 0.79 ... 0.39 \n", "Cholesterol (% Daily Value) 0.78 ... 0.38 \n", "Sodium 1.00 ... 0.30 \n", "Sodium (% Daily Value) 1.00 ... 0.30 \n", "Carbohydrates 0.30 ... 1.00 \n", "Carbohydrates (% Daily Value) 0.30 ... 1.00 \n", "Dietary Fiber 0.75 ... 0.24 \n", "Dietary Fiber (% Daily Value) 0.76 ... 0.26 \n", "Sugars -0.25 ... 0.72 \n", "Protein 0.92 ... 0.35 \n", "Vitamin A (% Daily Value) 0.32 ... 0.43 \n", "Vitamin C (% Daily Value) 0.37 ... -0.00 \n", "Calcium (% Daily Value) 0.35 ... 0.53 \n", "Iron (% Daily Value) 0.87 ... 0.25 \n", "\n", " Carbohydrates (% Daily Value) Dietary Fiber \\\n", "Calories 0.73 0.56 \n", "Calories from Fat 0.40 0.60 \n", "Total Fat 0.41 0.60 \n", "Total Fat (% Daily Value) 0.41 0.60 \n", "Saturated Fat 0.47 0.40 \n", "Saturated Fat (% Daily Value) 0.47 0.41 \n", "Trans Fat 0.44 0.09 \n", "Cholesterol 0.39 0.49 \n", "Cholesterol (% Daily Value) 0.38 0.48 \n", "Sodium 0.30 0.75 \n", "Sodium (% Daily Value) 0.30 0.75 \n", "Carbohydrates 1.00 0.24 \n", "Carbohydrates (% Daily Value) 1.00 0.24 \n", "Dietary Fiber 0.24 1.00 \n", "Dietary Fiber (% Daily Value) 0.25 0.98 \n", "Sugars 0.72 -0.25 \n", "Protein 0.35 0.70 \n", "Vitamin A (% Daily Value) 0.43 0.18 \n", "Vitamin C (% Daily Value) -0.00 0.57 \n", "Calcium (% Daily Value) 0.53 0.19 \n", "Iron (% Daily Value) 0.25 0.84 \n", "\n", " Dietary Fiber (% Daily Value) Sugars Protein \\\n", "Calories 0.57 0.23 0.79 \n", "Calories from Fat 0.60 -0.11 0.76 \n", "Total Fat 0.60 -0.11 0.77 \n", "Total Fat (% Daily Value) 0.60 -0.11 0.77 \n", "Saturated Fat 0.40 0.10 0.64 \n", "Saturated Fat (% Daily Value) 0.41 0.10 0.65 \n", "Trans Fat 0.10 0.28 0.37 \n", "Cholesterol 0.51 0.01 0.82 \n", "Cholesterol (% Daily Value) 0.50 0.01 0.81 \n", "Sodium 0.76 -0.25 0.92 \n", "Sodium (% Daily Value) 0.75 -0.25 0.92 \n", "Carbohydrates 0.26 0.72 0.35 \n", "Carbohydrates (% Daily Value) 0.25 0.72 0.35 \n", "Dietary Fiber 0.98 -0.25 0.70 \n", "Dietary Fiber (% Daily Value) 1.00 -0.24 0.73 \n", "Sugars -0.24 1.00 -0.10 \n", "Protein 0.73 -0.10 1.00 \n", "Vitamin A (% Daily Value) 0.22 0.43 0.46 \n", "Vitamin C (% Daily Value) 0.58 -0.35 0.37 \n", "Calcium (% Daily Value) 0.21 0.55 0.53 \n", "Iron (% Daily Value) 0.84 -0.28 0.80 \n", "\n", " Vitamin A (% Daily Value) \\\n", "Calories 0.45 \n", "Calories from Fat 0.30 \n", "Total Fat 0.31 \n", "Total Fat (% Daily Value) 0.31 \n", "Saturated Fat 0.41 \n", "Saturated Fat (% Daily Value) 0.41 \n", "Trans Fat 0.42 \n", "Cholesterol 0.51 \n", "Cholesterol (% Daily Value) 0.51 \n", "Sodium 0.32 \n", "Sodium (% Daily Value) 0.32 \n", "Carbohydrates 0.43 \n", "Carbohydrates (% Daily Value) 0.43 \n", "Dietary Fiber 0.18 \n", "Dietary Fiber (% Daily Value) 0.22 \n", "Sugars 0.43 \n", "Protein 0.46 \n", "Vitamin A (% Daily Value) 1.00 \n", "Vitamin C (% Daily Value) -0.05 \n", "Calcium (% Daily Value) 0.76 \n", "Iron (% Daily Value) 0.22 \n", "\n", " Vitamin C (% Daily Value) \\\n", "Calories 0.21 \n", "Calories from Fat 0.27 \n", "Total Fat 0.26 \n", "Total Fat (% Daily Value) 0.27 \n", "Saturated Fat 0.05 \n", "Saturated Fat (% Daily Value) 0.05 \n", "Trans Fat 0.04 \n", "Cholesterol 0.21 \n", "Cholesterol (% Daily Value) 0.20 \n", "Sodium 0.37 \n", "Sodium (% Daily Value) 0.37 \n", "Carbohydrates -0.00 \n", "Carbohydrates (% Daily Value) -0.00 \n", "Dietary Fiber 0.57 \n", "Dietary Fiber (% Daily Value) 0.58 \n", "Sugars -0.35 \n", "Protein 0.37 \n", "Vitamin A (% Daily Value) -0.05 \n", "Vitamin C (% Daily Value) 1.00 \n", "Calcium (% Daily Value) -0.23 \n", "Iron (% Daily Value) 0.50 \n", "\n", " Calcium (% Daily Value) Iron (% Daily Value) \n", "Calories 0.51 0.69 \n", "Calories from Fat 0.31 0.75 \n", "Total Fat 0.33 0.75 \n", "Total Fat (% Daily Value) 0.33 0.75 \n", "Saturated Fat 0.46 0.58 \n", "Saturated Fat (% Daily Value) 0.46 0.59 \n", "Trans Fat 0.42 0.27 \n", "Cholesterol 0.48 0.69 \n", "Cholesterol (% Daily Value) 0.48 0.68 \n", "Sodium 0.35 0.87 \n", "Sodium (% Daily Value) 0.35 0.87 \n", "Carbohydrates 0.53 0.25 \n", "Carbohydrates (% Daily Value) 0.53 0.25 \n", "Dietary Fiber 0.19 0.84 \n", "Dietary Fiber (% Daily Value) 0.21 0.84 \n", "Sugars 0.55 -0.28 \n", "Protein 0.53 0.80 \n", "Vitamin A (% Daily Value) 0.76 0.22 \n", "Vitamin C (% Daily Value) -0.23 0.50 \n", "Calcium (% Daily Value) 1.00 0.18 \n", "Iron (% Daily Value) 0.18 1.00 \n", "\n", "[21 rows x 21 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corrSpearman = df.corr(method=\"spearman\")\n", "corrSpearman" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(20,10))\n", "sns.heatmap(corrSpearman,annot=True, vmin=-1, vmax=+1)\n", "plt.title(\"Spearman\")\n", "plt.xlabel(\"COLUMNS\")\n", "plt.ylabel(\"COLUMNS\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4. Which category contributes to the maximum % of Cholesterol in a diet (% daily value)?" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of Categories is - 9\n" ] } ], "source": [ "df['Category'].nunique()\n", "\n", "print('The number of Categories is -', df['Category'].nunique())\n" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "lstCho = pd.pivot_table(df, 'Cholesterol (% Daily Value)', index=['Category'])" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Cholesterol (% Daily Value)
Category
Breakfast50.95
Beef & Pork28.93
Chicken & Fish25.22
Salads17.33
Smoothies & Shakes14.71
Coffee & Tea9.38
Snacks & Sides6.23
Desserts4.86
Beverages0.19
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" ], "text/plain": [ " Cholesterol (% Daily Value)\n", "Category \n", "Breakfast 50.95\n", "Beef & Pork 28.93\n", "Chicken & Fish 25.22\n", "Salads 17.33\n", "Smoothies & Shakes 14.71\n", "Coffee & Tea 9.38\n", "Snacks & Sides 6.23\n", "Desserts 4.86\n", "Beverages 0.19" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Resultlstcho = lstCho.sort_values(('Cholesterol (% Daily Value)'), ascending=False)\n", "\n", "Resultlstcho" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## There is a list above wherein we can see all the 9 different Categories like Breakfast, Salads, Desserts, Beverages etc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, every Category has a corresponding value of Cholesterol (% Daily Value)\n", "\n", "We have sorted and arranged the Categories from High to Low based on the Cholesterol (% Daily Value)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. Which item contributes maximum to the Sodium intake?" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " The different type of Food items available at McD are - 260\n" ] } ], "source": [ "print('\\n The different type of Food items available at McD are -', df['Item'].nunique())" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "itmlst = pd.pivot_table(df, 'Sodium', index=['Item'])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sodium
Item
1% Low Fat Milk Jug125
Apple Slices0
Bacon Buffalo Ranch McChicken1260
Bacon Cheddar McChicken1260
Bacon Clubhouse Burger1470
......
Sweet Tea (Medium)10
Sweet Tea (Small)10
Vanilla Shake (Large)260
Vanilla Shake (Medium)200
Vanilla Shake (Small)160
\n", "

260 rows × 1 columns

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" ], "text/plain": [ " Sodium\n", "Item \n", "1% Low Fat Milk Jug 125\n", "Apple Slices 0\n", "Bacon Buffalo Ranch McChicken 1260\n", "Bacon Cheddar McChicken 1260\n", "Bacon Clubhouse Burger 1470\n", "... ...\n", "Sweet Tea (Medium) 10\n", "Sweet Tea (Small) 10\n", "Vanilla Shake (Large) 260\n", "Vanilla Shake (Medium) 200\n", "Vanilla Shake (Small) 160\n", "\n", "[260 rows x 1 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "itmlst" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Sodium
Item
Chicken McNuggets (40 piece)3600
Big Breakfast with Hotcakes and Egg Whites (Large Biscuit)2290
Big Breakfast with Hotcakes (Large Biscuit)2260
Big Breakfast with Hotcakes and Egg Whites (Regular Biscuit)2170
Big Breakfast with Hotcakes (Regular Biscuit)2150
Chicken McNuggets (20 piece)1800
Bacon Clubhouse Crispy Chicken Sandwich1720
Big Breakfast with Egg Whites (Large Biscuit)1700
Big Breakfast (Large Biscuit)1680
Big Breakfast with Egg Whites (Regular Biscuit)1590
Bacon Clubhouse Grilled Chicken Sandwich1560
Big Breakfast (Regular Biscuit)1560
Premium McWrap Chicken & Bacon (Crispy Chicken)1540
Steak, Egg & Cheese Bagel1510
Bacon, Egg & Cheese Bagel with Egg Whites1480
\n", "
" ], "text/plain": [ " Sodium\n", "Item \n", "Chicken McNuggets (40 piece) 3600\n", "Big Breakfast with Hotcakes and Egg Whites (Lar... 2290\n", "Big Breakfast with Hotcakes (Large Biscuit) 2260\n", "Big Breakfast with Hotcakes and Egg Whites (Reg... 2170\n", "Big Breakfast with Hotcakes (Regular Biscuit) 2150\n", "Chicken McNuggets (20 piece) 1800\n", "Bacon Clubhouse Crispy Chicken Sandwich 1720\n", "Big Breakfast with Egg Whites (Large Biscuit) 1700\n", "Big Breakfast (Large Biscuit) 1680\n", "Big Breakfast with Egg Whites (Regular Biscuit) 1590\n", "Bacon Clubhouse Grilled Chicken Sandwich 1560\n", "Big Breakfast (Regular Biscuit) 1560\n", "Premium McWrap Chicken & Bacon (Crispy Chicken) 1540\n", "Steak, Egg & Cheese Bagel 1510\n", "Bacon, Egg & Cheese Bagel with Egg Whites 1480" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ResultSod = itmlst.sort_values(('Sodium'), ascending=False)\n", "\n", "ResultSod.head(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The item with the Highest Sodium content is Chicken McNuggets (40 piece)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Which 4 food items contain the most amount of Saturated Fat?" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "satfatlst = pd.pivot_table(df, 'Saturated Fat', index=['Item'])" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Saturated Fat
Item
1% Low Fat Milk Jug1.50
Apple Slices0.00
Bacon Buffalo Ranch McChicken5.00
Bacon Cheddar McChicken7.00
Bacon Clubhouse Burger15.00
......
Sweet Tea (Medium)0.00
Sweet Tea (Small)0.00
Vanilla Shake (Large)15.00
Vanilla Shake (Medium)12.00
Vanilla Shake (Small)10.00
\n", "

260 rows × 1 columns

\n", "
" ], "text/plain": [ " Saturated Fat\n", "Item \n", "1% Low Fat Milk Jug 1.50\n", "Apple Slices 0.00\n", "Bacon Buffalo Ranch McChicken 5.00\n", "Bacon Cheddar McChicken 7.00\n", "Bacon Clubhouse Burger 15.00\n", "... ...\n", "Sweet Tea (Medium) 0.00\n", "Sweet Tea (Small) 0.00\n", "Vanilla Shake (Large) 15.00\n", "Vanilla Shake (Medium) 12.00\n", "Vanilla Shake (Small) 10.00\n", "\n", "[260 rows x 1 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "satfatlst" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "Resultsatfatlst = satfatlst.sort_values(('Saturated Fat'), ascending=False)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Saturated Fat
Item
McFlurry with M&M’s Candies (Medium)20.00
Big Breakfast with Hotcakes (Large Biscuit)20.00
Chicken McNuggets (40 piece)20.00
Frappé Chocolate Chip (Large)20.00
\n", "
" ], "text/plain": [ " Saturated Fat\n", "Item \n", "McFlurry with M&M’s Candies (Medium) 20.00\n", "Big Breakfast with Hotcakes (Large Biscuit) 20.00\n", "Chicken McNuggets (40 piece) 20.00\n", "Frappé Chocolate Chip (Large) 20.00" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Resultsatfatlst.head(4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The items with the Highest Saturated Fat content are :-" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### McFlurry with M&M’s Candies (Medium)\n", "#### Big Breakfast with Hotcakes (Large Biscuit)\n", "#### Chicken McNuggets (40 piece)\n", "#### Frappé Chocolate Chip (Large)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# Calories on each category\n", "# Define dataframes for each category\n", "brkf = df.loc[df.Category == 'Breakfast']\n", "bnp = df.loc[df.Category == 'Beef & Pork']\n", "cnf = df.loc[df.Category == 'Chicken & Fish']\n", "sld = df.loc[df.Category == 'Salads']\n", "snass = df.loc[df.Category == 'Snacks & Sides']\n", "dess = df.loc[df.Category == 'Desserts'] \n", "bev = df.loc[df.Category == 'Beverages']\n", "cnt = df.loc[df.Category == 'Coffee & Tea']\n", "ss = df.loc[df.Category == 'Smoothies & Shakes']" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot calorie distribution for each category\n", "fig, axes = plt.subplots(3, 3, figsize=(15, 7), sharex=True)\n", "sns.color_palette(\"tab10\")\n", "sns.distplot( brkf[\"Calories\"] , color='red', ax=axes[0, 0], label = \"Breakfast\")\n", "sns.distplot( bnp[\"Calories\"] , color='orange',ax=axes[0, 1], label = \"Beef & Pork\")\n", "sns.distplot( cnf[\"Calories\"] , color='brown',ax=axes[0, 2], label = \"Chicken & Fish\")\n", "sns.distplot( sld[\"Calories\"] , color='lime',ax=axes[1, 0], label = \"Salads\")\n", "sns.distplot( snass[\"Calories\"] , color='green',ax=axes[1, 1], label = \"Snacks & Sides\")\n", "sns.distplot( dess[\"Calories\"] , color='teal',ax=axes[1, 2], label = \"Desserts\")\n", "sns.distplot( bev[\"Calories\"] , color='gold',ax=axes[2, 0], label = \"Beverages\")\n", "sns.distplot( cnt[\"Calories\"] , color='blue',ax=axes[2, 1], label = \"Coffee & Tea\")\n", "sns.distplot( ss[\"Calories\"] , color='violet',ax=axes[2, 2], label = \"Smoothies & Shake\")\n", "fig.suptitle(\"Calories Distribution on Each Menu Category\")\n", "fig.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df.boxplot(column='Calories', by='Calcium (% Daily Value)')" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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5ufj9fqqqquIWOovG9ty1LaNJUPqGuPcSljVjiftDDz101H22bNnCz3/+c2pra3G73Zx22mn2urPPPhshBFOnTmXQoEFMnToVUBUoS0pKWoj7qFGj7GWzZ8+OW+p33bp1FBQUMHLkSIYPH85VV11FTU0Nubm5MduVlZXFDJ+/6aabuOmmmwBVnve2227jn//8J2+88QbTpk3j5z//+VHPNVrY6urquOKKK9i9ezdCiLgTikTzrW99i7vvvptzzz2Xhx9+OKZAm8XcuXNxu93s3LmT7du3M3/+fHJzczlw4ECHXiuat99+mw0bNjB37lwAfD4fAwcOtNcPHDiQ0tLSo4u7jtw1CU7fEPc2Iuye5Nxzz+WHP/whn376KT6fL2Z2oda48soreeGFF5g+fTqPPPJITDGv6DK+0VPJtVbGN3obh8MR15Z58skn2bFjB4WFhYCyOJ577jm+9a1vxWzXWkngjRs3AjBu3DhuvPFG1qxZwyWXXMLu3bsZO3Zsm+caXRL4//7v/zj55JN5/vnnKSkpsWeVao0FCxZQUlLC6tWrCYfDTJkyJe52l1xyCU899RTbt2+370ja81rRJYGhqaSylJIrrriCO++8M+7rNTY2kpqa2mbboWkQk/bcNYmK9tzbICMjg8WLF3PVVVe1momSmZlpVx0E5ScPGTKEYDDYbVO6tUYkEuE///kPmzdvpqSkhJKSElasWBHXN45XEhiUUN52220Eg0HbezYMI2Zu03iUlJTwox/9yLacosv0PvLII+1q/ze+8Q0uvfTSo5YE/ve//80777zD8uXL2/1ahYWFfPrppwB8+umnFBcXA7BkyRKeffZZuwxwdXW1XbJZSsnhw4ftC2Vb6Mhdk+hocT8Kl156KZ999hmXXHJJ3PWXXHIJ99xzDzNnzqSoqIjbb7+d4447jqVLl8YtBdydrFmzhmHDhtlCByrLZNu2bS3SBc844wzWrFkTs+yFF15g7ty5DB06lJycHLtMrhCC6dOnt3i9oqIiOxXyoosu4oYbbrCF+aabbuLmm29mwYIF9kXiaFx22WXU1NS0mcI5adIk0tLSOOWUU+yyvu15rfPPP5/q6mpmzJjBX//6V8aNG2cf71e/+hXLli1j2rRpLF261H6vNmzYwPz583E6j35Dq1MhNYmOLvn7JeK8887j7rvvPqrd8kXx7LPPsmLFCv71r3/1dlMAuPHGG1m+fLldwz6a5t/HmY/NJCRDvHfxe+Sk5HyBrdRomtAlfzUA3HXXXZSVlSWEuN9www28+uqrvPLKK73dFJspU6bEFfbmSCntbJkI2nPXJCZa3L9EjB8/vtvqmXeVP/7xj73dhBa0Z9JwaOpMBW3LaBIX7blrNB3E8ttBd6hqEhct7hpNB9GRu6YvoMVdo+kg0ZG7znPXJCpHFXchxDFCiHeFENuFEFuFEDeaywcIId4UQuw2H3Oj9rlZCLFHCLFTCHFa60fXaPoewUjTiFhty2gSlfZE7iHg/0kpJwLzgeuFEJOAnwJvSynHAm+b/2OuuwSYDJwO/EUI4eiJxvckfank72OPPcaUKVOYPHkykyZNiimYFY0u+ds27S35a1WEBG3LaBKXo4q7lLJMSvmp+bwB2A4MA84BrF/3o8C55vNzgKeklH4pZTGwB5jXze3ucfpKyd9XX32VP/zhD7zxxhts3bqVTz/9lOzs7Bbb6ZK/R6e9JX+tNEjQkbsmcemQ5y6EKARmAp8Ag6SUZaAuAIBVfWkYcCBqt4Pmsj5FXyn5e+edd/Lb3/6WoUOHApCSkhI3pU+X/O2+kr/Rkbv23DWJSrvz3IUQGcBzwPellPXRpW+bbxpnWYvwRghxDXANwIgRI9p87d+s/Q07qne0t6ntYsKACfxk3k9aXd9XSv5u2bLFLuXbFrrkr6I7Sv7qVEhNX6Bd4i6EcKGE/XEp5X/NxUeEEEOklGVCiCFAubn8IHBM1O7DgdLmx5RS/gP4B6jyA51sf4/SF0r+thdd8lfRHSV/Y2wZ7blrEpSjirtQoeqDwHYp5b1Rq1YCVwB3mY8ropY/IYS4FxgKjAXWdqWRbUXYPUlfKPk7efJkNmzYwCmnnNJmu3TJ3+4r+asjd01foD2e+wLgcuAUIcQm8+9MlKgvFULsBpaa/yOl3Ao8A2wDXgOul1K2r0xggpHoJX8Bbr75Zm666SYOHz4MgN/vj9uBqUv+dl/JX+25a/oC7cmWeV9KKaSU06SUM8y/V6SUVVLKJVLKseZjddQ+v5ZSjpFSjpdSvtqzp9CzJHLJX1Cpk9dffz2nnnoqkydPZvbs2XHvAnTJ3+4r+attGU1fQJf8/RKhS/62TXtL/q47vI6rXr8KgBfOeYExOWO+0HZqNBa65K8G0CV/j0Z7S/7q8gOavoAW9y8RuuRv27S35K/uUNX0BRK6cFgiWEYaTfPvoa4KqekLJKy4p6SkUFVVpX88ml5FSklVVRUpKSn2Mh25a/oCCWvLDB8+nIMHD1JRUdHbTdF8yUlJSWH48OH2/9HZMtpz1yQqCSvuLpeLUaNG9XYzNJoW6Mhd0xdIWFtGo0lUYsRd24aaBEWLu0bTQXQ9d01fQIu7RtNBYvLc0Z67JjHR4q7RdBBdfkDTF9DirtF0EN2hqukLaHHXaDqIHsSk6QtocddoOoiuLaPpC2hx12g6iLZlNH0BLe4aTQfRee6avoAWd42mg8Rky+jIXZOgaHHXaDqInmZP0xfQ4q7RdBDtuWv6AlrcNd1D8Rr47zUQ7UG/9Uu4fxa89IPea1cPoFMhNX0BLe6a7qHkfdj8NERZFnz2FFQXwa7Xe69dPYCO3DV9AS3umu7B8p4jQfUY8EJDaey6fkLQOke0565JXLS4a7oHS+TCAfVYU6wek7P6nbhrW0bTF9DirukebHE3LYvqveox79hYq6YfoG0ZTV9Ai7ume7AE3LIsqorUY96x/S9y16mQmj6AFndN92BH7qa4V++FtHxIzel34q4jd01fQIu7pnuwvOdIlLgPGA3CiE2P7AeEZAiX4QK0565JXLS4a7qH5pF7VRHkjTHFveORe3FdMc/teq4bG9h9hCJR4q4jd02CosVd0z00F3dPOWQONsW94x2qLxa9yO0f396NDew+AuEAKc4UQHvumsRFi7ume4jOc4+EIRICZ2qnI/eQDMWkHCYSvpCPdFc6oCN3TeKixV3TPVhCHA5ByK+eO5M6Le6Wl52IkbEn6GkSd+25axIULe6a7iF6EFOoUT13JHda3K2oPRHF3RvyanHXJDxa3DXdQ7QtY41SdXZe3C1RT0hxDzaJe4TEa59GA+0QdyHEQ0KIciHElqhltwohDgkhNpl/Z0atu1kIsUcIsVMIcVpPNVyTYESPULVtmWQwHGpdByPcRBX3iIzEeu46ctckKO2J3B8BTo+z/PdSyhnm3ysAQohJwCXAZHOfvwghHN3VWE0CE53nbkXuli0Tvb6dJKq4N4YakUgyXBmA7lDVJC5HFXcp5Rqgup3HOwd4Skrpl1IWA3uAeV1on6avEJ0KaXnuzmhx75hIJ6rn7g15AZrEXUfumgSlK577d4UQm03bJtdcNgw4ELXNQXNZC4QQ1wgh1gsh1ldUVHShGZqEwKq3Eg5AKNpzF+p5B0XaEvVES4f0BpW4p7nSgMS7+Gg0Fp0V978CY4AZQBnwO3O5iLNt3NBGSvkPKeUcKeWcgoKCTjZDkzDYHaohCJueuyOp05G7JZqJFhk3j9w1mkSlU+IupTwipQxLKSPAAzRZLweBY6I2HQ6Udq2Jmj5BXFsmBawulw5G4IkeudvZMjpy1yQonRJ3IcSQqH/PA6xMmpXAJUKIZCHEKGAssLZrTdT0CaJTIW1bpvORuyXqidZhaUXueoSqJtFxHm0DIcSTwGIgXwhxEPgFsFgIMQNluZQA1wJIKbcKIZ4BtgEh4HopEyz00vQM0ZG7bct0vkPVjtwTbKIPK3K3bBkduWsSlaOKu5Ty0jiLH2xj+18Dv+5KozR9kBhbptkgpuj17cT23BMsMrYj96T0Xm6JRtM2eoSqpnuIsWXipUJ2Ls890Tx3T9ADQLpTe+6axEaLu6Z7iB6hGm3LGGaHagftFXsQUySxxNMX8gGQkaRtGU1io8Vd0z202qHauTx3exBTgtVu8Qa9OISDZEcykHi2kUZjocVd0z3EqwrpTOl6h2qC2TLekJc0ZxqGeV6Jloev0Vhocdd0DzHZMvFqy3QyFTLBxNMb9JLqSkWYdyQ6ctckKlrcNd2D5alHzKqQhhMMo9Pibol6Ikbu6a50hDkYW3vumkTlqKmQGk27iI7chV9ZMtDpEaqJGrl7gp4YW0ajSVS0uGu6B0uEwwHViepIUv/3N8896CXNlaYjd03Co8MPTfcQXTgs5Fc57tDlPPdEi9x9IR9pzjTtuWsSHh25a7qHaFtGRuKIez+J3M1sGR25axIdHbn3EtWN1Zz9/NkseWYJ7x18r7eb03Waj1B1WOLexTz3BBNPy5bRnrsm0dHf0F7iUMMhSupLKPeVs716e283p+tYEXY4pAYxOU3PvbMjVCOJOc2eN6Q9d03fQNsyvUS03ZBo1kOniB7EJMNR2TKdtGVIPHGXUqrIPdpzT7A+AY3GQot7LxHdEZdIAtZpom2ZcDDKluma555I740v5EMiYyP3BCuPoNFYaFuml4iuU55IAtZpoguHhfxNtkxXJ8hOIPG0yv3G5LnrwF2ToGhx7yWiBb1/iLupchFzso4u2jKW3ZFIVSF9QVURMs3VZMsk0sVHo4lGi3sv0X89d7MqpD2IyRqh2rEQN9EjdwCB0J67JmHR4t5LxETuCRSddhrLZrImyG6R597Jeu4JdFdji7vLFHchEqp9Gk00Wtx7iWhR6FeRe8SsCunsYp57JPHy3K35U63I3dA/H00Co7+dvUT/89yjbRl/l7NlrGyiRLrwWVPsWZE7op98dpp+iRb3XqLfeu6RYCu1Zfp+PffmnruBoWvLaBIWLe69RHTEl0gC1mliJuvwN3WoWiNUO5rnHkm82jK2LRPlufeLz07TL9Hi3kv0v8jdFLmQX1WGbJ4K2dHyAyReVcgWkbswtC2jSVi0uPcS/c9zN8U7oHzprg5iSsSqkM0nxwZd8leTuGhx7yX6bbZM2K8eW3SodjLPPYEufM1ruevIXZPIaHHvJfpf5N7sHLqpnnsivTeeoIdUV6r9v1VfRqNJRLS49xJWZOo0nP0rcrfoh+JuTdRhoQcxaRIZLe69hCUKLsPVPwSi+TkkZajH/jRC1Zyow8IQOhVSk7hoce8loiP3RBKwTtP8HAaMUo+dzXM3s2sS6a6mReSOjtw1iYsW917CSvHrN5F78/o4A0arxy5O1pFQqZBBL+mudPt/PdWeJpHR385ewopIXYYroaLTTiMjTRUghQOSM83n/ScV0sqWiaZfXJg1/RIt7r1Ev/TcrU7UnBFNyzsxQlVKab8nieRpe4Ie7blr+gxHFXchxENCiHIhxJaoZQOEEG8KIXabj7lR624WQuwRQuwUQpzWUw3v61iecr/KlrFKDuQc07TcHqHaAXGPEsxwB0e29iTekJdUZ2wqZCLZRhpNNO2J3B8BTm+27KfA21LKscDb5v8IISYBlwCTzX3+IoR1r66JxopMnYazf9Rzl5Gm6Dw6cu+ELRN9sUuUyNieHNsVmwqZKO3TaJpzVHGXUq4BqpstPgd41Hz+KHBu1PKnpJR+KWUxsAeY1z1N7V9YHYb9x5YJg79ePc+OFveO13NPxNG7jeFGNTm2zpbR9BE667kPklKWAZiPA83lw4ADUdsdNJdpmmF77g5XQk0l12lkBNLy1PMR85uWdyZyT8DJw30hNX9qtC1jCEPbMpqExdnNx4s3Hjvut18IcQ1wDcCIESPibdKvsQTMZbgSylfuNDICs78JU74KgyY3LRed6FCN+sokiriHIiFAXYwtBNqW0SQunY3cjwghhgCYj+Xm8oNAVG8aw4HSeAeQUv5DSjlHSjmnoKCgk83ou8R47gkiYJ3Gil4NZ6ywQ6dGqEZbMYny3lgXYEdUF5Ku565JZDor7iuBK8znVwAropZfIoRIFkKMAsYCa7vWxP5JWIYRCJyiP4i72f54g3o6YctEdzAnynsTkipyjxF3RP+w1DT9kqPaMkKIJ4HFQL4Q4iDwC+Au4BkhxP8A+4ELAaSUW4UQzwDbgBBwvZQJ0iOWYERkBEMYGMJImE7DTtPd4k7iibvVDofRJO7ac9ckMkcVdynlpa2sWtLK9r8Gft2VRn0ZiBb3RBGwTmP1GRhtiXv7RTARyyFrW0bT19AjVHuJiIzgEI7+H7l3YoRqImbLWJ9Rc1tGd6hqEhUt7r1EWIYxhIFDOBJGwDpNm7aMmUDVgYyghIzcLXE3YiP3RGmfRtMcLe69RHTk3ucF4kvgucezZQx0bRlN4qLFvZcIyzBCiC9B5N61bJlEsazi2jLac9ckMFrcewk7cjf6uefeT2rLaFtG09fQ4t5L2Nky9CdbJk6NuE6MUI22ZRJl9K41QlV3qGr6Clrce4n+mS0Tp/pEJ0aoRtsyiSKedp670Hnumr6BFvdeIizDGIaBw3D0/ZK/7bJl2i+C0Re7RLnwRdfft9CRuyaR0eLeS0RkBANzEFNfH8LezZ57tGAmSmRslR+InjdVe+6aREaLey9hee79P1um4/XcEzFyj1t+QKdCahIYLe69RFiGcRj9zHM34nWoCiX6fbxwmG3LiChbRqdCahIYLe69REzk3tc9dyujJV7kbi3vQNZLIpb8bc2W0ZG7JlHR4t5LWNkyQoj+E7m3Je6d9NwT5b2JZ8voafY0iYwW914iHOlPI1RNMe4mcY/ObU8U28PKc4+2ZQyhPXdN4qLFvZeI8CWpLWMt7+MTZFvtiLFl0J67JnHR4t5L9M9smXhT6KJGqXaknntUamiiiGf0tIgW2nPXJDJa3HuJsAz3wxGqcbJlwIzcOzdCNVHeG8uWaR659/kLs6bfosW9l4hEmiJ3iUyYCLVTyKNly4jOFw5LkPclXlVIXX5Ak8hoce8lLFtGmFZGokSoLdj6PHir296mmzz3d/a/Q01jTUJ67nFtGV1+QAO8+FkpHn+o1fUfFlWyr8rzBbZIocW9l4ieiQkSJ587hrpD8J8r4dNH296uG8TdE/Rw47s3srJoZUyRrkQpzRDXltGDmL70HKj2csOTG3n587JWt/n+U5v42+q9X2CrFFrce4noqpCQOBFqDFV7Yh9b42jibjiOKu71/noAfCFfTJScKAO8WptDNVEuPpreocoTAKChsfXIvdYbbDOy7ym0uPcS0dkykDjecgzVZrRRXdz2du3Jcz/KCFV30A1AIBywhdRluBJGPOPZMoYw0K7Ml5sarxJ3byvi7Q+FCYQj+IJffPCmxb2X6BORe3WReqwqans7S7iNtmyZtlXQEvdQJGQLutNwJoxdFc+WQSSonab5wqjzBgFwB+KLuxXRN2px//Jgz6FqJLDnbkXs7sMQaKNDqBs8d3fAjNwjAduKSSRxj5stQz8o16zpErV25B5fvN2muPuDX/z3RIt7L9EnIveqIjBc6nl1Gx1CRxX3o6dCtmrLJIq4R8J2LSAL3aGqqTEjd8/RIveQjty/NETPoWr9n1BEIlBTDCNPUP93SdyP3qHaEGgAIBgJxnaoJsj7YmU3RaPruWvqfErcW4vcGxrVem3LfImwR6iaPnWvTwRdsw+K32v62/EShBrh2FPV+r2rwF0Rf9922TJtn58nqGyfQDiQkOIekZGYzlQARIJ2hH/B+AJhyhsa7f8P1foIhhPjc+sJ3P4QlW4/0GTLWJG7NxCivF69F/uqPDT4Lc+95ftRVucjEOq590mLey/RPFum10XswaXw6FlNf89crpYfMw+yR8D6h+C5/4m/bzd47okeuYcioRi/HbTnbnHf27v56l8+BKC+MciS363i+U8P9XKreo7bX9zGlQ+vBaDWitwDKni55/WdfPWvH7Jxfw0n3bOK93dXAi0j92A4wtJ71/Dk2v091k7n0TfR9AS2LWMKYq+LhK8Gpl4Is65oWpaUBkNnwTdfgWevUtvEwy4/0FZtmfZ57sFwMDE993i2jC4/AEBxpZtDtT4iEUlxhYfGYIRKj7+3m9VjbCur52CND4jy3M0Ifbu5bm2xGtW9pbQOoEUqpDcQxu0Pcbi+kZ5Ci3sv0WKEam8O1pESwgEYMBpGndhyfc4xkDkIKlsZzNQN9dxtWyYSsAXTaTjxhxJDJOLZMrpDVVHR4EdK1XlYYg6z70m7oTeRUlJS6cEdCBGJSOqa2TIllV4AVu9SFubeCvV+NM+W8ZmRfmv58d2BtmV6iYTKlgmr6ANHUuvbOJLUBSAe7Rqh2rYIWrZMdLaMUzgTJosoni2ja8soKiz/2Rewxa2/inu1J0CDP2RfzGqjOlR9gbAdia8rUZG71eEaCEcIR5q+K1Yk726lI7Y70OLeS7SwZXrTfrBE+6jiHoy/7qj13MVRR6hakXu05+4yXAkTGcezZYTQJX+llJTXK3Gv8QbtAln9tUO1JKoAWJXHb4u3JxBiX3XTumC45ffWH5UOaUfuraRQdgddEnchRIkQ4nMhxCYhxHpz2QAhxJtCiN3mY273NLV/EZZhHEaiRO7tEXdX5yP3DnSoNs+WSZTIPZ4tY+jYiAZ/CL8Zpdd6AxT3c1vGujMB2F/tRUrITnXRGIzYFkxrRGfM+IJK1D2BxI7cT5ZSzpBSzjH//ynwtpRyLPC2+b+mGREZQSASI1vGFndX69u0x5YxuqFDtVm2TKLYHvFsGV1+QPntFnW+IPuqTFsmTuTaH4iO3K1zHZaTCsC2UlX8bvLQrLj7RmfM+ALqe9PXPPdzAKtG7KPAuT3wGn2exPLcTdF2Jre+TVu2jGW5dEOHajASmy3T6/n/Jq1myyTIxae3sCwZgP1VXqrNKon9NXIvrvTgNJT9aAn9UFPct5bWkZeexNRh2QCMzk+P2Tda3C07JpEjdwm8IYTYIIS4xlw2SEpZBmA+Duzia/RLmmfL9Kq33NMdqh0YodqXBjF1xzR7F/39I/718T4A3t9dyUn3vGv7sd98eC1/X62Ktm3YV8OCu96xC1Vd/8Sn3PvmLkCJynF3vGUPJPrRfz7jVy9tA2BvhZt5v36LA9UqyvzFii3c/N/PASit9XHcHW+x64h67+9+bQffe3IjAFVuPyfc+TabDtQC8Od39/A/j6wD1KjLhb95h/d3V9qdqYC9LfQzz91dDvdOgrLP2FflZeIQFZkXVypxH5aTAsDW0noK89MZXaBEfd6oAQCY1wJ8wTDrSqpZcNc7lJt3PAnruQMLpJSzgDOA64UQi9q7oxDiGiHEeiHE+oqKVkY+9mMiMpKAnns7bJl4F6EujlD1h/0EI0q0Wgxi6u38f5O4g5haO992EgxHWFtczWemKH66v4Z9VV7K6nxIKflob5UtmJsO1HKo1sd+U6Q/2VvFxv1q3MHa4mqO1PspKldis3pXBZ+a69bvq6G8wc/Ow0rA1+yu5NN9NfYxj9T72V5Wb66r4JPiKgC2lNZTWtfIVjNPe82uCj4xc7d3HWngYI2PT4qrbFvGYQi7rS6H6F+Re+lGqD+EPLKNkkoP04aryPzzg+q9GTsoE4DyBj8j89K4eO4I/vy1WUw/JgeAvAx1R9wYjPBRURWHan0UVSgbsifrvHfp2ymlLDUfy4HngXnAESHEEADzsbyVff8hpZwjpZxTUFDQlWb0SRJqhKqVS+44ii2DjJ/10q4899bvTKyKkA7haBm5J9BkHfHEvCufW9MQdnVhs4Sy1hfE7Q/RGIzEWRcgFI5Q5QnYmRqW91vnC+Dxh6ho8Nspelb2Sq0vSCgc4UC1l1qfuphbtkKtN4iUkn2VXirdAcIR2bSft+k13P4Q3kDI7lQsrvRQ3tBIksNgSHaKPXHFyLz0/hW5m3WVPO46GvwhxhRkkJnipMoTINXlYFSU/TIqL53sVBdfmTaEAlPUrUd/MGy/51bk7knEVEghRLoQItN6DiwDtgArAWuY4xXAiq42sj8SkREMEmQO1XbZMmZUH44zqKiL2TJWZ2pOck6M555I0+yFZbhltkwXPXdLsOtMsbVslTpv0P7xWyJtrav1BqnyBJCySXgte6DWG7TFw7JvLCGu9QY4VOsjFJH2fiVR+1WZ+dvhiKTGG7CPWecLxuRvVzT47dfYV+WlosFPQWYyuWnquzM0O4XMFCeB/iTu5nwGtbXqzmVUfjo5aer3MDIvjYzkpu/FyCihH5ilRD0/04zcQ2H7Pa8w+yp8wXBM/nt30pXIfRDwvhDiM2At8LKU8jXgLmCpEGI3sNT8X9OMcCSMYSRI5N5eWyZ622i6WPLXitxzU3IJhoNEDq7DYWYSJYrnbpX8jaarnrsdjceJzm3hN0dARkf1TfupddHRuRXF1/pUNG6LvS9IibnOH4rQGAzb/9f6AjETOFc0+JuO4w3E5G8rcVfrSio9HKlvpCAzOUrs0klyGD1qy2wtreOiv39k901EU1Th5vy/fmjf1XSWR7Y8wu83/F79Y0buDXXKhhmZl2ZfzEblp5Oe3PS9GJXXJO4FmbGRe2MwYr+v0YXWemqWpk6Lu5Ryr5Ryuvk3WUr5a3N5lZRyiZRyrPlY3X3N7T8kVraMZcu0J3KP86ORR8mWOcocqtWN6isyKG0QIRkiVFOMkDKhBgm1li3TlWQZKzq36pNYnZM1niYBr2ku/J4m4a9vDNEYDHPArnPSFHGHI5IGf8iOFGu8Aft58/9rvUGKo/K3yxv8UfsFY/aLXtfgD7GuuIZJQ7PITlXfj8L8dJKcRo9G7h8VVbG2uNruf4hmXXE1G/bVsNf0tDvLqyWv8u6Bd9U/5oxkHncdDkMwPDfNPt+ReemkJUVH7mn288FZKdxy1iQunDMcUJ+hZV2VR6WQ9lQ6pB6F0UtEMD13IwFqy1iC7TxKtgx0MnJvew7VSp+qnDckYwgA/kgIB8qWSZRBTOFIS1sGulbwLdqWiR7pWetrsmV8wTCNwXBM5B4d9W0rq7dv6+uiRogC7Cl326l20ZYNQGltY5P1442N3A/X+ThQ47WPaUXqAOX1jZRUeRieq9L/AuEIi8cV2JFsYV5aj0fuTRe+lt9F65zamrD6aEgp2V+/X91RhgJQqyo3+r0NDMtJJclpkBN1vummuOelJ5GV0nT3K4TgqoWjKDSj+R1mpzY0VZEEVUK4J9Di3gtIKVtE7r3qLbe3/ED0ttF00XO3xT1diXujDGIgE6rqYk9UhbREOhiWHKn32yM967yBmMFBVZ4A1aaQ1XqDMes27a+1n9d6gzEjKKPX1fliI/DPotIWa31Biis9to2w6UCdPXxe1YvxkJvmwmEIdh5x09AYYvF4lQThcggWHJtv2zJW5N6THarN7ax467oimDX+GtxBt+oLqt1vf3dDvgYKTU89N+p8U5Mc9vN4pLjU92bH4fq46709lOuuxb0XsKwGIRJthGpnbZmui3umK5PMJJVS1hgJY0glnokUuTuM7i0cFi3SVq45KCskel1RudtONqptJvyfHawF1ICZWl+AkiqPPXgmZp1X+fHx1tWZ6yYOySIj2claMx3S2q+kysPoggzyM5LsdQuPLcAQKpc7PdnZZMvkpePqgcj9d2/s5K1tR4Am+8rqiP7zu3t4aXOpWmdH7p333PfXq0jdF/IRqtptLhVEAm4K85TtkhN1vklOgySHwci8tHiHI8WlvjdWOmqqK/Z71FPpkFrcewFLyKPn5OzVkZih3o/c81LzSDLUa/hlGAOJQzgSKnJ3iu4t+duauDe3Xlquix04lJ7kYMzADNtqmWHmV286UIvDEEwelk2V28/+am/MOoDpx+TY/nthXhoFmckUVXhwGIL5Y/Lsu4GRUesAZo7I4QenjuP6xccCcOrEQVx5QiFjCqzIvfs+t3BE8vfVe1nxmRJw274yUzj/vrqI/5qTg1jvW1dsmf0NTRNoeCp3ACDzxpIS9jHQvLs5Y+oQrj1pNIPMjJgbTx3LJXNHxD1eslP9LryBMIOzUsjLUN9za3CTjtz7EVY0mjB57l22Zcwfcqu1Zdou+Vvpq6QgrQCXeXfQKCM4pEQgEidyj1cVEtElO628wW/XJdlTrjoAh+Wk2rZMvHW1zdbtq/IyMi+d3DSX3cFoDZ7ZV+VleG4q+RlJlNY1EorImHX5GUkMz02lxhukwR+iMC/dzuyYNSKHEQPSCIQjHK5vZFTUuolDshiUlcINS8ZywrH5gLIkbl0+GafDwOUwbIupOyit9REIR+zp65pKDAep8QapbwzZom6t64q476vfZz93V+2BpExCWceQJhpJN9MeJw7J4uYzJtrB2fUnH2uPSG2OEMK2Zgrzm1InB6Sr31Rrk2t3FS3uvUB05J4Y2TJdtGWOWltGtDlCtdJXSX5Kvh25NxLBABwJNEdpvA5VQxidvihLKalo8HPswAwAdpsCfuzADGp9QSrd8dfV+YJURK0DK++66bOzBByUbZCT2rRuwuBMksxIstAccBN9nAIzEl08fqBtPYAS74GZKea6tgcdJnez5251BFe4/QTDEbt+Ta030LSuwW+/p9A1cT9Qf8B+7q4tgbzRBJ3ppNNod552FMuaGZWfbne65qWr97q1ybW7ihb3XsAShMSL3NvIc7eKirVpy7RWz719towVufuJYEgQkUhCRe4t8tyF6HQqZH2jKpU71hTpXUcabN+20kyZi14HpvB7g5TX+xlTkGG/3SPz0mJE+tiBGaRbnXx5aXZnJ5gXgqg0vuiLwsi8NDs6P2lcQcx+hXnpdofr4nFti3t3lx+wB/40+O1RvWB1IKt1le4A9b6QXVbX7VdByIpNh3hnh/Lq67xBfvXSNrueyyufl/HalsMtXm9fwz470GioPwADRhN0pJImGklLbuXu9CikONV+I/PSyUxRF4j8zCSzrTpy7zdE2zIJFbkfrSpk9LbRdMFz9wa9eENeZcsYpi0DynOXEolMiOi9u22ZLYfUgJhZI9V0Bw2NITsC9wTCSAlTh2fjNAQNjSGG5aQyKCuZUETiC4YZMzA9JrfcSkUsyEwmI9nZlKoXNZoyLckRM5p0VH6anfVh5W8vmTiQ5dOHMnloVqzw56exeHwBZ0wZbLe5Nbo7W8ZKxWxoDHGg2mcvr41K0wxHJLvKm/omrMj9t2/s5C/vqjz1FzYd4p/vF/Px3iqklPzyxa38Y01RzGt5g1521exixsAZAHi8FTBgDH4jVUXuyZ2N3JvuljJSrNRJM3LXtkz/IfEi946UH+jebBkrDTI/NZ8k8/UbhcQBCPOClwgDmeLZMl3pUF21s5wkh8FJUVHwSeMLbLEFOHFsgS0mJ40viBHbk8YVxGRs2KmIVjZHWvQ6td/IvHSEEGSnRUfu6rmVv33i2ALuv3QmQgh7nZW/PadwAH/9+mxcjrZlw+UwCEUkkW4aVh+dwrnNLGQ2MDOZ2mbpnVvNCyaoaDgQinCoxmdbN6t2lpvH87K9rIEj9f4WnZkfl31MKBLitMLTAGgQQJ4S9zT8pLs6Gbm7rHTJNDtyz0514XKIHiv7qyfI7gWia6ckzDR7wmi9QxTaGbm3sn8bI1RtcY/23IVBslSRO6gxAA4696PqLuLZMgadry2zamcFc0flxkSCi8cVcMTsGMxOdTEgPckeRt/cChmem0Z2WhJUeSnMTyNkRsrWgJnovPN68xij8mPT+Eblp0eJTsscbcurby1/uzUsTz8QjpDS1neqnZRUeUhPcuAJhNlqTogxblAmeyvc7Iuzbkh2CvWNIQ7UeIlIZdlUuv18tLfKPl5jyJrDNDZqfv/Q+6Q501g0XBW4dRsGDBhNI7txiTDpjs5F2cnm+zxyQDqZpueemuQgLcmpR6i2h437a1i9qwK3P8SjH5Z0W+TQUXYcro/r5VlY0V60LVNS5bYjC4uVn5Wy37ztLK318ZvXdnDfW7tj5mKMx6ufl3HHK9t51zxeOCL587t7uPb5B1h/oKjlDiF/2xUhoUncQ/HFvczh4KWS14nICE9sf4L6QD1rDq7hd+t/xxuhmlZHqFb4VLnn/LR825bxC6EGMUV6P3I/XNfI3a/toL7RD8T2KXR2ENOhWh+7y92cPD52qoM5hQPspKIZUZ2iACccm28LxITBajxAbpqL9CQHBRnJdjRuCXFOapJptaTGRPFATNGr5hF/NNHbdYQkR5O4d5VwRHKg2mdbQdvM8sTHDsygxqsGXzVfN6Ygg4bG2NG6T687QGMwgtMQFFd6WLVTfe+iI3cpJe8fep/5Q+aTk5wDKHEP5xayIrgPrxBkGH4o3QS731Q7RSKw7p/gNausHNkG21aq39THf7N/LylOg8FZKaQmOexsmVSXw74w9QT9KnK/ZcVWDtZ4+fZJY7jz1R3MHpnLFHNWlC+SO17ZwcdFVWy8ZWlcjy5e5P78pgM8dHgTG35+Kk6HQXl9I997ciNTh2Xz4g0LeXrdAf66SgnzzBE5LGqjU+uWlVupaPCzamc5J48fyNbSOn779idkjL2f+o8P8eQxtzZrULBtSwaibJl44h7m5wV5rP3oFoIC7lx7J56gh8e3P05VYxUDRRLLWhHB2sZaAHKTc6k2yxA1GgJHGAxT1HtT3F/8rJS/rCoifWyQanezCKuT0+xtNyPM2aYofeP4kdT7giQ5DeaPziMvPYkfnzYegO8sHsOecjcZyU6mDssmPyOZ28+dAsDxo/PIS09GCMHIvHQmDM5kgZmaOH9MHhKJy2EwKCuFqcOyWThWrTtuVB7lDX4yU1ykRSSzR+bG2EMWKS4HJ4zJY3Gzi9DRsCL3YDd0qm4vqycQjrDw2Hze213JjsMNDMlOoSAzGV8wjC9IzLqsFCfDclLZdaQhpl7Ovz/eR7LTYNG4Ajbur6XWG8BhiJjIvT5QT5mnjK9N+BrJjmScCNwOFx/W7eLRwDqmpKUyh0Z47aeqmNiPdsGBT+Dl/6eCl+OuhTdvgeLVcPpd8NpPIG8MjF3KcaMG2JN8ZJm2TGqSg+y0JCI91KfUb8S9vKGRz03P7Z/vF9vL4IsVd18gzMd7qwiEVWH+UycNarFNPM/9UI2HoC/IZwdrmT1yAKt2VZjbqg++pMqjanaEI5RUeVhEfHEPhSN2RoE12KW83o8zYycAdf6GljuFA21nysBR89xdZjvv33g/AE/seIKqxiqyk7Px+t2t2jJWud90VzoNQdW2oBAIwIioH15vinuD+eMXIkIw3Cxy76QtY+U1Z5n2yG3nTLHXDc1JZcP/LbX//8npE+znA9KTWP/zU+3/rz1pjP08I9nJa99vmivn8vkjuXz+SECJ9Is3LLTXnT97OOfPVsWsHIbgue+c0Gpbn7h6fsdODmxPvjsi99Xm7+DcmcP4zWs7CEckJ47Nj8kOOn3KYO5/ezeeQJgTxxaQmeKkoTHEvioPaUkOvIEwZXWNLB5fwITBmbxpjnQ9cay6KATDEVwOw57qMTs5GyEEGcKJ25XE+4c+AMAjBGn+I0rQZQT8DbD7DdWIqiII+qDkPfUbWf0btbxB3cH/cNl4u71Wh2qqy8GrN57Y5feoNfqNLbNmV6X93Mp1jR4B+EXx0d5KOw1s1a6485TEzZZBKJGwbhdXm49DslVucUmVl7mjckl1OWLqhzSn2qz1PSgrmVpvEH8oTIXbj8MUd+sLHNsgf9uZMhAl7vE7VAeF1TlZHrr1eOqIU/ESRrYi0J6gB0MYpDpTbVsGwIHEiPR+5N7kh0YINg/cO9mhak3Q0Nmc6UTHtmW6IXJftbOcKcPUoKkBZnbJyeMHxqRpjoxO0xxfQGaKC18wzJ5yN8cOzLBHkS4eV8BI05rKTHFyonknY+WZRwcaABkYuB0u3j/0vtrOMEjd/UpToFJdDHtMe6a6CEo+gJA5sth9JPYxiszkJs+9J+nT4l7R4OeRD4p55INinlq7n/yMZGaOyLHXR0/e293sr/La02xFs2pnBakuByeOzeetbeU8s/6A3dllES9yT08WzBqRw8uby3jkg2LW7FbibnWolVR6GDkglYGDiyiuar2cqRWtTx6q7lgq3QHK6tw40/YA4A3FuTCEg+BwsbtmN3vr9sY/cJu2TARfVI77khFLAJiUN4ljMo8hAvhbS4UMeUlzpiGEsDtUAVVbxrwIrjqwimDURaXGE+BfH5Xwn/UHerxfxRMIq+wGEaF5xlpna8tYqW+dzZlOdIZUf0IWni6nQ9Z5g3y6v5bF45QtNDAzGachWDA2384bnzw0y1yngqCTxhfYkfGWQ3WMzEu3+xoWjx9odypHR/9ua7JqM/DJcKnxBRkItrkMuxyB1xCI7Sux+172fwSHP1f/V+9VQu9MgTFLmk7CXQ6HNkDdIXtRZlTk3pP0aXEvrfVx64vbuPXFbazfV8NXpg7mnOlDGZyVQmayM2by3u7mZ89/znVPbGixfOP+WmaPzOWrs4ZxuL6Rm57dzIdFVTHbxHjuhvoIRualcda0oeyt9HDri9toaAyR6nJQ6w1S61VTqjnSi6jO+Bt76ra12q4KW9yz7P931m1GOAKAwB+OJ+4BcCTxw1U/5PaPbo9/4KNky3jN80h1pnLjrBsZmj6UM0edaUdBXuJ3GnmCHtJc6gfnirKGUmRTh+rP3v8Zqw6ustc9uW4//7diKz9+djOrd/fs/LveQIi89CRT3GNtmc7Wm7ci97Qe/nH3CtXFnPDBVVzoWN3lEgSfH6ojHJEcPyYPgKnDsjl5wkCyUlyMHaQE+AenjgNg8rAsThiTx8DMFFs86xtDjB2YwZzCXKYPz6YwP52xgzLJSnGyfPowuz/MujuzJo1JTzIjdwnFRtM5eIWA+oMw1rTN1j6gHscug5p9sOs1KDwRZl4GKTmQMVhF7o9fBKvutI8zMi+djGSnPZF2T9Gn7wsnD81iY5Q/ad2qfeP4Qk77w5oei9zd/hCfFFcRikgag2E7nQyUzz9xSCbnzRzOzGNyWfzbVRRXemI6QO1sGcPAMK+vGckGVy0cxfmzhhOREqdDcMcr23lre7k9AUN6mrrlK/dUEQpHcMbJN7bEfZLZeVNe30ixZwNIBwVJYzjs9dkeo00owH6nk5L6EvvWtAVt2TKRMF7DYPag2Tx02kMYwuDV819FIHhx74sAeIQkXuUNT9BjXwCiI/dhoZAt7gA1jTX282p3AJdD4DQMVu0ob5F10p14/GHSkpwIIgRCsVF6Z6fZ8wZCJDuNuJ9fn8fMIskT9V0uHlblUd/lwaY1+ZsLptm/nZF56RTfeaZd2+UXZ0+211kdlgALx+Yza0QuP1pmrXPx2S+WIYTg3R3KNrU6VVtE7hEJBhRmFVJaX47XMPurJp0LZZ9B1W4l4JOWw+7XoaYE5l8HU86HSefBY8uhYgd4K6G+1G7T4OwUtvzytC69N+2hT3+7nA6D3PQk+08IgRACwxAUZCb3WOT+4Z5KgmGJlHAgajaYSERS6Q7Y/t/IvDTSkxy2OFvYnjsG1p1rSpL6kmanuchNTyIzxUV2alJM/Yz0FBU1h/FRVtdIPKxztnrmK9x+qiKbyZBjyU3OA8NPlbtZ9B0O8J5TffkrfZXxfXnDoXLhW4ncPcIg3ZVu9yEYQs0Pm+ZUUbm3FRH0Br32jykpKmNnZDBW3KPbVOsLkp+RzPFj8uyO557C4w+RlmyAkDSvIivM2/OO+u5ufyhm3s1+helB5+DusudeaX5P89Kbvhciyv4TouWdFEBGctMd4PThOa3uZ0Xu1p2U1aFve+7m92/hsIUYMllF7gDHngoDzM7ssadC3rFNjTjW7PA2DMgYqMQd4nrvPU2fFve2GJiZTHlDo5qNpoODBDYfrOXNbUfsAkXBcITVuyp4c9sRPvj4I1as20Mu9QyjImaWmmqvmjneqs9hpahF59tCbOGwhkb1BUpxNQnF9qrtgMpjDoYl20rrEQKcLiXcwuFjxaZDvLntCG9uOxJTEra8vpHMjBr2uD/BmbmNj468ScAoZUjSDDKTMxCGn4oGP43BMHus4drhAKuNJuX6cN8OlfO7u5J3d5TTaM3x6Ehqw5ZpEvJorGW+VsQ92paJHgE6IhS0s2UAGgJN51jnC5Kd6mLx+AL2VXlbXDy7E28gRFqS2UHYXNzNH3tHo3dvINw3/Payza3PoHVka9NdXGOdmS3SCMXvAZAluu65V3v8OA0RM7sRoNp0+PP4O0Ui5Deo3096kgNHwyHlewe8sOt12LvarlCaFaqkgBo7e8kTaBa5h9TyhcMWgkxR1uPgaZA5CAaMVq937NKm5wNGq9RHi4zBTc8tcY+E1fsKULFLZdj0EP1W3AsykzlS5+esP77H79/c1e796nxBzvvLh1z92HpuWbEFgFe3HOaKh9byncc+Zuar51C4+1H+NOAZnk6+nZKouRotS2RgVoq9rDA/LeYCALHZMvU+9QNINsX95eKXueili9hbt9e2mTYdqGVodiq+sPryORyN/PaNXVz92Hqufmw95//lQztKqnD7MYY+yA9W30jq8MdYXXMfUgrGZ84nNyUDYQSocDfyyIclnHHfe1S5/URCATaKAGGvqkf9oxfe4e3t5Xz9wU/45iPreGa9WSXPkdxqtoxXCFuko7GWeVupKeYJeUh3ptvvh8WIYAhHlLBE20WWuFs53euKe26aXk8gjDXq3ypKZWFF7h313T3+UOJnypR9Bn8/EbataLmuqgj+ugA+e1L9//rP4IGTYe8qCPmQwkk2ni5H7lXuALnpSRhGsy/Phkfgbyfa09/FsOVZJqw8i+liD99bMhb+fT7892r46M/wxEXKKileDcCEx+fyUfINdvBnfces7+ywoJ8c4WLO4DlImUy94VIWDMCQ6ZCUCaMXQ3oBZA6Bictj25IRZRd6KiEcgk8fg78vgvLt6v395G9deo/aol+LeyAcoTEY4e0d8VMS43Gg2ks4IhmQnsTqXRWEwhG7fsXz35xImvBz9YRGjs8oZ7ioxHeoKYKwxN2yZUCNCjxQ7Y3JmLHmS3UYDuq86ouV7FRf4FUHVgGwr24f2ebw788P1TEqP92OXi+en89LNyzkpRsW8svlk2nwh1hfogSuvMFLxKjiwnEXUlD/E0b5/xdP0Y8YkzuKAamZ4PBTXu9n1+EGgmHJmt0VVHrdNBqw8BiV0+yTR/j9W7tIdTlIdhpNqZcOV6t57r5WIvdUp6o77m3FuvAGvfZtcDQjgiFEpOlCEm3L1HmVuA82L6LVcebS7C68/hApZuTua/Yy1sWoU5F7D6fBdZldr6tHy1ZosU5C+Q41QnPX6yp6f/fX4EzBM3geOcLd5Tz3Kk8gxpKx2fmqev2KOEHbzlcBePKkWq6daqj2l7wPW56DQVNUgLLrdRXNA04RsUeIWv0/1ud6WW0dLw1aRrIjGRlOZlfqOFjwA/U6c66C72+G1BxVDfU7H8LJ/xvblozoMS4SPBVNbd/5qkqbLN/e+TfoKPRbcbdSowCKKz0trJHWKK1Vt0kXzTmGhsYQn+6vpbTWR35GMlNzlBDnePdh1KiBUgWHV9v7WmmIA5uJeygiOVTbdPtlVRI0hEGdTx0zyQmhSIgPSz8EoMxTZkfujcEII/PSmqwJo5Epw7KZMiyb82cPx+UQtvd82HMEhGRK/hSGpY2l+FAuMphHQWYy+elZCBHmcL07qphSBWWNqm0njxlPXko+juQqtpbWc8KYPI4ZkMahWkvc49syMhLGK4Qt5NHY2TLi6LZMNDmRCN5Q03vW3JbJSXORluQgyWHEnUuzu/AEwqQnq59JYyC2QmVnPXdPINTp6oJfGNbw+uo4qbF7otYd/kyJFsDhzVC4kEjGoG6K3P32rEU21kAhULnl0YRDUPQ2AGn734U9b6nlkRBUbIeJZ0PhAnVue962d4uO3O1AIxzCFWokO0WlAUQiSYREGBzm5+ZwQlpUikDagJYTzGea4m7dkdbuh+I16rnVtqo45UC6if4l7kGfGjUmJUNdSgzmDRI4CfHshoPUtiPCs8T94rnH4DAEq3aWc6jWx7DcVPBWUekw2FG9k0YzX3xKw/sc2qtSEysa/GTgZaB3l11rwqr18d7uSraW1uH2h5ry3DGo8QaR0iDZJfi88nNbxMo8ZXZpViAmco8WuoxkJ3MLB/D29iNsLa2jqlFFJEPSh1CQmWyPsCzITCYrWXmJZQ21tlW0ZlcFFSHzopSex8isEWRkVmAklzJxZAO5ORUU1+9mR/UO3A5nC3H3BD3UBhsJC4Hb52BraV3M34Eq089szZaJypaJRgAHg/Ux21lYtoxV4bCueUjdjXgDISzLNxQR+IJNVlGnPXd/uMmW8dU01euREtxRHcS+WlWjJN66xnr1fQ+HlP9tibC7XHm6frfyd49saxIQT6Va11ivIu7y7Sr6tS5OAa9a562GQ+vVsqoi1Y6yzWp5wKsG64AS192mSA0yR9keuxRSc8npFs89YJfFVe+TP3agkHXOjXXqvTi0Xj0fPBVKNyrbKGckJGc1te3YpSrLZf2D6pSlA4/ZU+4Jesh0qbo9WN83My0yFEpCivhJDK1iRe7We7P1ebAClgOfxJ5DD5Dg4UMHWfk9qDsAJ/6Iuc9dxGRxG//y3s0jWedy5ztOXt96mDd+cFKbhzhU6yPJaVCYl8bsEbm8v6cStz/EhMGZhDwlnD18KG7DYHmDm+/5BzO1YRs8djy7LnyXioYUHki+j9QHP1c96DdsYHRBOkLAz19Q/v2JY/O58SvqltwwDGq8Kv88ySFYW7YWgSAvNS8mcgeV+vVOcUtxBzhlwkB+9fJ2vnL/+zizqnCixH14TlO20LCcVMpr1Bd1+5FKqj0Opg3PZvPBOuqzg0ASucm5jMkZw6fln5I++n4e3Q84gAy48EWYnyl4oJm4X/X6VSSXl0ISPPx+Gf948f3YN1QEyZwQ33MPhoMEI8EW4p4eiUByNkNR55/hyrDP2R8K4wuG7TK2Oakuajw9E7n7Q2GCYUlqktV4dZeQZgpzZz13tz+kOlTDIfjzfJjxNTj1F7DxX/DKj+EHWyEtD/6xWOVUn3mPEob/Xg3f2wg5I+DhM2HgBBg4Ed6+TR34W+/A4+crIRy7TAnZqz9W6658BZ77FjSUwogTYNbl8MJ31LrLnlNZHyuuU2JzwvfUKMwh09X/j50DZZsgdxSc8Rs1onnIdHVx2P06DJ0JUy+E1/8Xxi5F1BwhU3gJBrv2uVS5A2oqukgE/rYIxp2msracKeo9qCpSF6YHT4OhMyBrmKpMetod8OjZavDQcd8B92HY96FqZ2oOvH4zHFwHQJIIE/ApIXcH3HaOO36zj8cWdxch2UFxzxoKhhPGnKzuajY/rWyh3EKoVCPG8VWrzyu17Rr5naF/iXvJ++CtgoPrEDLMM4UvklxWx2UTfOwQw3hh06EWeenNKa1tZFhOKkIIZo3M5cH392IIwSnjB1JTf1CVAAX2JLnIOvdvbF/7ChM338W2rZ9RHprOeOOAmp2nulj13Gck89x3TqCiwc/DHxSzr8pLRKovjEOoQUpIgWFISj2l5KfmMyZnDGXusmZToKXRsDO+uF9+/EhGF6QTDEveObyTVw7C4PTBXHOSk6nDc8hOdTEyL51dbvW6W8rKgSF856QxpCY5qH1dnVNOSg43zrqR+YMXUFbnY/iAVF7ZXMaKTaWcNGcXJWVrYzpUGwINbKvaRo5ZNuCK+eOYmz87pm3riqt4pjK+uFvReLS4vz7kbNI//htkDOFS50Dmnn0HD255kC2V6uJojdi16rLkpLmo7aHI3RqWbmfWSSXuQ835S23PvYO2jDdgdqgeXKuEp8S8IG5bqaLSg+uVMNQUN63bvlLZCwfWqscjn6u86oqdkDcWqvaoolW+Gsgfrzo3fTVKSOpL4d07lLDnj1cjK0GJYWMd7HgJChcqLzrohfUPQ+oAmHIBvPl/StjzxytB+vCP4EqDmZfDKz9SIrnoJph3jRrAkzcGYdoVsrGezuIPhWnwh8jPSFKvX7dftdOVpl4nKV1lzFTtUZZLQylkj4Bj5sGoRepi1linzisSUs8NQ2WzXPWGyj033zNp3mV7gh4ykszpCwNW5J5BIBQhEk4iTAfFPTUXrn0PsofDB/cpIR+zBFKyTXEXgFQX0GGzj3a0DtN/bJmGw+oDDvttTzC97GMAMvxHWDJxIFLC3oq2vfeDtT578uFpw7MJhiX+UIRhualUussAyA+FOeh0kTpkMhNP/prab38x9XV1DJC16nZMhtWFBpg1IpfTJg9mytBsyhsaCUeasmWqPQEEBmEZ5ojnCIPSBjEkfQhlnjJSXA5SXQ6EgGMGpFEfUD+W5uKe7HRwyoRBnDZ5MKmp9QxIGUCKM4WMZCdLJw2yJ+61slKEoSL60QUZLB4/EI+hxGlA8gCyk7NZNmoJV8w4iyUjlrBw2GJC7smMzJxIhZCEQ013A9uqlB1V61CCe1zhEE6bPDjm7+pFY3BGjPjiHlKfRXRH7FAcZBtJ4ErBEfYzfsB4Ml2Z9oWgzvTXs21xT+oxz91KkbPSVJW4N11IbM+9g7aMx0qFtHztw5uVnWh5yaUbm3ztih3KKil6p2mdZYUEGtS+Uy9UUem+91W/yKm3Kvvs4DrlM484Xq1DwLJfARL2f6ii+9GLlf+7/0Ml7KC2HXMK5I9tavRpd6jHkveUeBY0FTRj7FLV2T5kGgBGmopCjaiBZx3FSkMekJ7c5E83lCkraKyZfli7z+5ApbFOXfCsPPPCBTDhTEjJUn74gFFNBx9xHEz4iroTAYRftTPGcw9YkXsG3kAIGUkiJAP2b7fdDJqk2pBiFjC02g7qMwOo6hlrpu+Le90hdXtbuqlp2aFmZQHqD9kTCu8xUxcbg2HqvC0HOZXW+hiRJQi6yxlVIMHs/Byak0qFV+WqzvAHqHcYNIR9tq/WWFuGr0J1snLMPPXYbODCwKxkGoMRPObtqjDFQgiDiAxzxHuYQemDGJIxhApfBQF3OTlpLoZmp5LsdNjDoxsCDYQj4bgR42HPYYakD4n7Vtn55E71+nmZYXwhHzXmhNSZSZkt9hmarS50jkguYQGV4aZOzq1VW9UTU/viZcsMykohGSc+w6DW46fWG7D/DjfUArGROyGziJkzxfab05Oa+husyD0n1QWRMDmpLntZd2PV+k4X6sIiMaiNei3Lc++ILRMMRwiEIipy3/OmshFCjbDuQfUoHE0CLsxJTtY/pMTLWrfnTcgaDlahtbGnKqEGJeTHLgHrPT12adNw+WGzlPil5Zn7LVX/1x2AD/+kLgyZQ811y5pEKGuYOubASU37WetSc1tEnQ4zcjf8LWsvtRdroN3AlKCqvJhb2LTy2FNVBB4JwYaHIfuYpolirHNtD6nWRagWUOJu5bjLQJMt4wmEkRFlA/qiOvk7hJXzHp0Xf+wS7Lo0PUDfFveS9+H3k1XeaulGYiZTGDpLPSZnQ30phQPSMATsKXezvaye43/9OpV3TeeNf9xs79IYDONtqOWWXefzjScWctHrp5FV+G/mG9s49YU5VNUq8Z5hqB/OIfchcKUQSsoin1oyG83iQMccpx6bifuyPb/iT677qTGHVV/2z094a3u5Gqm6dxVHavaqyN2v1h/5w0S+6XiNMQMz8K9/iEAkgEMYNAQaOH/l+dz+ccs6MKWeUoZmDI37dlkiOm6Ii4Ihn3HysydywpMnsNklyDaScMSZNWdYrhL3SEB1Sh2JNN2abq3cGrNtvKwXgHTDhUcIZt3+BjNue9P+u/Afq2PaBSiBc6aAM5na+gYm3/IaIpJKMBLEH/bbQj7i8Btw9yimhz4z+y26H48/xNnGhyx4+zwABlFHladrkbt1wRju36NshemXqBUf3q/Oe9Jy2P+x6nCLXiccMPUC9T0vXqOi0pHHQ1o+DJnZJO5jl6mL4+jFkJShxD56nWEocXQkqQjcEsOit2HkAhh/BiCU8OQWqgvI2KUq3c/a9tilKq87KUPZDM2+N850JZqOroi7J8A0UcSSF+aoO5BpF6sBRAPGKGHPM+8qqveq/PIR85WADp7W/hcxL0JOfy3v7a6g3F1HZb0gEpHc/+pnAPiNVPaUuyFizncar/Bee8gaqu4U8sZAvqqHw6ApyrJpnvXTTfRtz33YHNUT/vl/VE/+wIkqLctTgZx5Oa9MPIW6uhLY+RrseITBgwRbDw3k1c/LWODYxhjK2HvgY37z2g4WjytgUFYKs4zdRMINbDFnYjFS9jNHZOIINlBZuxdys5l+0s9h7W0cajjEhAETcGQNZlk+TMxywA5gePzIfVDNBlKNOl7wKoG0Bs4awqChuoiG9BQGhYIM2fQkZEBp1iAuydrP0rMm0/DfH0EyDI7AIRGiqK6IoroiskJBjj/2LI4bchxSSg57DrMwczR88g8YPltFVVLC5mdIdx8E4JyZeWwoL+bDIwahSIh1yS5GGPFL/g7KSsEQsPWAAAFHIk13OypyN7DubuJF7gC5Scl4fQa3fGU8Mqqs72tFFWyTgIx67ajIvaGmAU8gTHWDikHcAbfyvKlkxPs/h0A95xbfxm+DvzpqX0pn8AbCzDJ2Y5VxH+OopKi8aTBVZzx3byBEMgGWbLtNidHS22D7i8rCO+knSqy3Pq+iylP+T9kxDWUw/3oYPEV1yiVlqhomMgKNtUqwh82CS55QdgrAGXcpq9KZBAXj4WvPwEizbvupv4RZV0Bypvq75AmoPaDEOyVbXWDS1QAxLn9e/a4AFv4AChdBrqoTz9efUx2bzXCYtowzUEtFg5895W67+Fc0td4Anx+q48Sxqu7SJ3urGJWfzsCsFKo9fi52rEI6khHLblcXtslfVdE6wPC5cO5flTc++Tx1Z+OvVxeh9mJG7mFvNT94ZiMM9/PergZ+5v0cz8HDkAS/efcgbxypZ0BaBl7UuIxOceY95nSWAobPgYsfh3GnKyssJh++++jb4u5KgcnnwOfPqg995uXKo/RUsDk5iZ9ue0Ztlz8ANt6HKyeLt3f8DIB/T9wCxTAxuZKrVxXx99VFnDpxEHONHexKVmIzyx/k02Q3o9KOQBAqDINMDEaNXgZrb+OgKZYiYxBDw/UMzWlQHT6DJqvXjRb3cJAUzyFSRYi6BqujSYlDkgxRZt5DDVr3KMe46yBjCMX5hRxXsZMsStlbsRWGD2Voo5dDqSqHf3A4woN7X+Dxfa/ywaUf8vb+t/GFfIz9fCXUPqzE44fboOhdeP4a0g0DRg4nJTlEhb+EeYPnseHIBoKRIDmOpnEBMW+xw2DS0Cw+3u0hcxwckSpyPdBwQN25+MZC6m6g9cg9w+HCKwRXHj8ypm58RWQt2/ZCrTu6iJnPjtyDftXRVe1WP1h30E2dL8LXnW8hQl644CEynr2K5Y4PqfOd2+3i7vaHGCmO4M0cAYQYnexlx+GmTkI7FbID4u7xhzjZ2ES2ey9c+pQS0dEngbdGdUxW7VHnf86fIWuIEuvy7SqbpuEwOFPhrN/HesiqMcpHtsgZESu846IKVWUNUX8W0fuBivotRkVNJpGaqywgixGtTORhiqYrUMcdr2xnxaZDfHzzkpiR2wC/fWMn//54P6t/vJiMZCeX/fMTTp8ymD99bRa7DlVzjeMTIuO+gjHv6pjjAuqCNuNrTf9bF6OOYB5PemqoNzwkA4ZM5al1B7irMAUOw8s7GnAnpfCDUydy35amfqIOE91/IQRMPEs9jz6HbqZv2zIAUy9SV7/UAWqEmHnLsyFUC8DK437Fmn0HuTF5JEFRj3A0cN38fAYdehMQDJOH+fCmkxiem8Yb245wVnYJu/MLAVjiVlHa+MHK7610Osg3kslKyiLDlcHBBiXuZAxSQl6zT/2gkjPULas7amRs3QGEGXXs2atqq39lqrJPXBE/Zcnqiz+osYEhx3+fgakD+TTJoTImNjxCg3nrOzR7pH3IJ8vruKPaTWPYz5qDa7j9o9uZnj6cs2ur1Ag692F1C7/5aUjJIW2CGh5d56tib91eJuZNZEy2EolcR8sBSBbPX7eAq+ZPxhmBw1Kdw8t7XwbAW3m8vV1rkXuakYTXEC3qlGSmqYi/MjqpIipyD5t1NyrqmiL3Ol+QecYOZUVM/iqBpBwmiP090qnqDShxD+ao92i4s54dhxtsMbdTIWm/5+7xh5lo7EMKo0lEL/oXXLFSDYwZOAFuPtQkuOf8Gb71lnpPckfCzQdh2oXddo49QmqOevTV0rj1ZX7l+CcvbdqPv9HL2vu+xuZVzxEIRSj/7A3udv6dlzbs5ZXPDnCr8U8i21+ivjFI/aYV5Ao3zhkX91w7XakERRLZws11S9TMVD89bTob/28pF09Twv/GT85k/c+XMnWoKiXQ6ci9F+j74j5yAcz9Flz0KKTnqeh94Q/4tGYHhVmFjBo8i9xIhKklawE4Y3oj/y/wV+Xtzv0fRDjAUCr42yWTuHLeEEb5d7A7ayDpjhTm+5R9st+jsmSqHAYFznSEEAzPHK4iV4gS95Kmjp+MQSrSsvJlo3rEaytUTYxvLTyWG+dlkCyDlFqR++QLEYt/yqxBs/g0WKPc3LUP0DBUeYnDxp0NQB4O8r/6ECfMuhaA33z8axqCDdzmdeDMHArLfq0sq/UPwo6XYfK5uGZ9g6SIZNuB9whGgozLGMm4bNW5k+tsvba0y2Ew/ZgcskMOSmUIKSUv732ZLMaTLUbb27UWuacZLrzCUOlnUaQmqQtFeW3UQtNzDxlJGGaHanmVultwB914PG6mG0WIkceDEFTljmOicaBHfHevz88xohx3lrptHhipodYbpLSukQPVXqzxTB2K3AMhJor9+DJHgcu8oAoR61s7om6o21qXqDiT8ZGMq/wz7hZ/5GvOd8j+8E42PXgD82pepnDVDbz1yn/4TeReLnKuZvi6X5P6/l183fk29xh/4vEnHuN7wX/SkDlG5Yj3IJHUARw/RLDAnAUvNyVLVZg1RTw7K5vUJEdTAbzOdqj2Aj0m7kKI04UQO4UQe4QQP+2p18Ew4Cu/a7pFHD6byJJb2Fi+kVmDZkHmYEAw1izpd5zrTRzbnofFP1V1mQH+cwWT/ruUW2c0IEKN7HLCsbljGRFSv979ES8kZVLhcJCXpDoWj8k8hm1V21QWR8ZAdfdQtTtW3ItXw29GqtzkqB7xpYYaQJFRvZ0fDP4cR5Q2DDrz9+BwMmvQLI4E6ih1OiDsx22e39BsdfxxQ+bBuGXkzfomhcEghxsrmeYPMHrve8qfTEpT3un2F9Vou2kXw6iTSAc21qk7h7ErfshYQ2UH5MYZJRrNxCFZZIacHBER1hxcQ0l9CVVHpnD2lHEYqJmTUlqxdtIcKSpyv2+Gao9JQKofyqGaqMjXjNzrggbJIsjXCvZyn0cN0qn3NxDYtxYXYRh5AqXuUs5OK6cko4JaT/eXdzYaDvJCVirX1alc86yAujgt/+P7nHj3u9z3trKjOtSh6g8zQewnkDex29ubSNSIHJawDoSgpOAUzm/8L8dVPMunGYtwyDBnfnoNKSJIyeDTOCf4Khf4/kNx3kmEhYvv7P8hubhxXfTQ0ef27SLJGXmszz7CVW9cBaj5UwGVCulMsS+mdgG8PhS590gYIIRwAH8GlgIHgXVCiJVSytanEOpG9tTuoT5Qz6yBs9SXI3MwA3w15IfC7Cr9WM2ScsKNTTUxyj6j1jB44c3vExiQxw5fOWcOmUtK7nYGR0Lsd7pg7ElUutdSYNaauHLylbyz/x3+36r/xxyZBNnmEOcUYPM/ICUCriCZjhTO+/QRUpIy2ZqezVuuFA663EA6xpu3AC6MrCQgwoCUAXZN81kDVbbPH/PyGR0IsjWscnGtTJixuaaHlzmI2a48SqjnKyIbzrsNxp+u1p16mxrwkZylsiaEIM2VzqGwF6eE0d5aqj57FjIhp43IHVT5g8ywi5LkRn68+n9xhobiaJzLdSePZfXzTvyEWtTXtkgbNJXq+h28NHQsS1fewLqStxmZlIWnYReGNCgqb+RfH+/D4w/xP34fjUkD2FYdZDoe/td/H9Wmz//J6w9wUuURNWr2mON4ec9z+InwUlYy51UVA/GzhDpLcl0JT2Vm2P8nhTzk0ECVJ5OvzhrGi3s/ISWnY5G731PHCKOCKiutsJ/iPfch1hVvIm/CQoaOHMe6d57EYRhMOeVSyvZuZdvOj8gZM4/C8dNZ99aTIENMPeVSDu/fw87t75E9cgbjjpnR4+3cnJrGH0OHWXzMYs4eczZzB89VKwIee3QqRNVI6my2TC/QU/d484A9Usq9AEKIp4BzgB4Xdyklf/vsbziFk+OGmCmJIxdAai7jjrzFblcYJp+tsggyh4AzlUjIx48G5vNJSghS0jHCjWrfEYcZcfhN9ruceKeej++T9eTnqsL80wqm8YPZP+DeDffykYzAgBz1WvtfAasSqbms6NBbXJk+mm8VZKP6BlWnosPfAJ4aRg9fzMGGvUwvmG6fx9jcsYzMGsnL7IO0ZDi0hkFpgxiXO45hGcNYMGyBve2S8efz/raHOP3Mv6gMIov0vKZ0OpMJeRM5VL6BuY0+XBOXM7nobYamZjNp0Mw231eXw2BUOIvPHW4i/hCR0kv54wVzGCTqyA/6qXHFqd5nkpaSTUhGuDnJy4oB6Xxc/jbDgiEMJIUSssre4/9eULbT6ek17Aknsz+UxIlOHzIU4gb5feA/jPK8zxKHG1l4IqTm8tLelwBYl5LMsvJPgAWttqEzuN2fsz256bwcUrJsiIeM0dO4+cwJvH3fCiJ0LM/dVa2qLBpWvZF+yrHTF8L0hfb/c7/yP/bzkRNnM3JiU2783DOvtJ8Xjp9O4fim30FP4gl6+ImjhkFhwR0n3hE7ziPgUf1mJnZ10z4UuYvOzN5+1IMKcQFwupTyW+b/lwPHSSm/G2/7OXPmyPXr13f4dXbV7OKm1TfFLAvLMCX1Jfxg9g+4aspVMet++8zZ/NtbTGH6UJXVAlBTTCAS4oDT4BeVVZzzlQcR45aqiSPc5fzy3yfxQoqDYVkj2NdwgDsW3sHZY862jxmKhJBHtqoazfOugdPNkXzv/wHe+RV/mHIyj3mKyA2HCTpc/LR+ND/PUrbIq+e+zPCMoUjDQUiGcApnTPQbkRG79juYc66KrjlpMhIh9Oe5OGv2IX60S6W+SdkuL3f1/d9iftWzuDMKGZCWrLoTvdV8O1NwMK+Qly58I+5+v1v/Ox7Z+ggD0wZS7i1nSPpgjnhVZ/MfqgRza8vwpg4mxeUgpb6EN+R8FsyeTu7Gv8CyX9E471rmPj6bAckDyE3JAQQRIhTXFXPFhMt4dMfjFIQipEQ6kAbXDnyGpNohmFIwjc2Vn/PHwxWc5MpDmAXYHg75uDdHMjQoY6y1tjCI4CRMOHcMjuZVBDVfKO6gmwrvER4+XMmsjGYpnXWHIOcYuE6VaghGgsz61ywGpAwgN7l768AsHLaQH839Uaf2FUJskFLOibeupyL3eL+ymK+/EOIa4BqAESNa5sq2hxRHCqNzRrdYvqxwGVdOvrLF8nNm30D5p/cRyh/f1EIjBaTkq4Nnc35tPWLsUlXsByBjIF9deAsNOx4nMmAc0wpmcPzQ42OO6TScMHCyKrZ03LVNowYnfxVCfm5c8H1Y8TUOB2q4cNI3GMBYfrV1JXsmDmNI5jAwHAjAJVp6i4YwuizmzRGGgev036ih29ElS9vBoAWXse+jWsYOTIv5gL8xcg5V+aNa3e+rY7+KQzi4etrVPLD5AZYfu5ztVduJyAgTGEnxK79mUkESDkNQXDmKYyZ/ndxxoyErC+ZfT4ph8O3p36aoNnawx/SC6Xxn1g3Ubl9PafhAh86lXYTh5KRjufHUv/CPz/7OcQXliKgMqIWNPj72HSDYSjnj1og40xiQNyH+r0TzhXJy2ghmpW6E5v0mBeObBn8BLsPFtdOuZW9d948mHZjWM3MA91Tkfjxwq5TyNPP/mwGklHfG276zkbtGo9F8mWkrcu+pbJl1wFghxCghRBJwCbCyh15Lo9FoNM3oEVtGShkSQnwXeB2V2/CQlHLrUXbTaDQaTTfRYyMipJSvAK/01PE1Go1G0zp9f4SqRqPRaFqgxV2j0Wj6IVrcNRqNph+ixV2j0Wj6IVrcNRqNph/SI4OYOtwIISqAfV04RD5QedSt+j5flvMEfa79lS/LuX5R5zlSSlkQb0VCiHtXEUKsb22UVn/iy3KeoM+1v/JlOddEOE9ty2g0Gk0/RIu7RqPR9EP6i7j/o7cb8AXxZTlP0OfaX/mynGuvn2e/8Nw1Go1GE0t/idw1Go1GE0WfFvcvbBLuXkIIUSKE+FwIsUkIsd5cNkAI8aYQYrf52L3TwnxBCCEeEkKUCyG2RC1r9dyEEDebn/NOIcRpvdPqjtPKed4qhDhkfq6bhBBnRq3rk+cJIIQ4RgjxrhBiuxBiqxDiRnN5f/xcWzvXxPlspZR98g9VSrgIGA0kAZ8Bk3q7Xd18jiVAfrNldwM/NZ//FPhNb7ezk+e2CJgFbDnauQGTzM83GRhlfu6O3j6HLpznrcCP4mzbZ8/TbP8QYJb5PBPYZZ5Tf/xcWzvXhPls+3Lkbk/CLaUMANYk3P2dc4BHzeePAuf2XlM6j5RyDVDdbHFr53YO8JSU0i+lLAb2oD7/hKeV82yNPnueAFLKMinlp+bzBmA7MIz++bm2dq6t8YWfa18W92FA9MSZB2n7ze2LSOANIcQGc85ZgEFSyjJQXzCgZyZg7B1aO7f++Fl/Vwix2bRtLJui35ynEKIQmAl8Qj//XJudKyTIZ9uXxf2ok3D3AxZIKWcBZwDXCyEW9XaDeon+9ln/FRgDzADKgN+Zy/vFeQohMoDngO9LKevb2jTOsj51vnHONWE+274s7geBY6L+Hw6U9lJbegQpZan5WA48j7qNOyKEGAJgPpb3Xgu7ndbOrV991lLKI1LKsJQyAjxA0+15nz9PIYQLJXaPSyn/ay7ul59rvHNNpM+2L4t7v56EWwiRLoTItJ4Dy4AtqHO8wtzsCmBF77SwR2jt3FYClwghkoUQo4CxwNpeaF+3YAmdyXmozxX6+HkKIQTwILBdSnlv1Kp+97m2dq4J9dn2dq9zF3usz0T1UhcB/9vb7enmcxuN6l3/DNhqnR+QB7wN7DYfB/R2Wzt5fk+ibluDqKjmf9o6N+B/zc95J3BGb7e/i+f5L+BzYDPqRz+kr5+n2faFKKthM7DJ/Duzn36urZ1rwny2eoSqRqPR9EP6si2j0Wg0mlbQ4q7RaDT9EC3uGo1G0w/R4q7RaDT9EC3uGo1G0w/R4q7RaDT9EC3uGo1G0w/R4q7RaDT9kP8PlIXhEgSH1roAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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Kr18v4mKvxWz2wWarIzvnIyorjxARPo3w8Ckek+9suGAqbF6b2hNvS/PX7RHiS11D6/DmrenF7hRLo9F0EUJCQkhOTnZqS011m3XJiVOnvmTHjls4kfU6hw79mj17HwAgbd+POXjwl2RlvcHOXXeSnf2hR+Q7Wy6YEc3A2CA++9FEPtqaRYCPhZvGJrDleHGr8OaRCTq8WaO5ULnuuuvYtm0bhYWFDBgwgD59+nhEjqyT7zgtFxaupKxsL3l53zhvl/U2cXHXuVO0DnHBKBpQc2meunyQffnSoTE8ML0Pb6zPwMdq4uFZ/RgUp81mGs2FitVqZdy4cZ4WA7PZt0WLCbPZHyGsSFnX3Npqu67JBaVoWiKE4CdzBvCTOQM8LYpGo9HY6ZV4P8XFm7DZVABTTMx8ysp2EBt7FdnZ7wMghBe9e/3Ik2K2mwta0Wg0Gk1XJCQklfHjl1FUuIbqmpOkp79Ebu4iQJCY8EP8/HoRGjoRX982CxF3OS6YYACNRqPpTvh4xxAXdy25uZ/SnG5Gkp3zEXFx13UbJQNa0Wg0Gk2XprGxosVyZasw7K6OVjQajUbThekRd2OL5Ru6bJbm70P7aDQajaYLk5T0GP7+fSku2Uxw0AhiY6/2tEhnjVY0Go1G04URQhATM5+YmPmeFqXDaNOZRqPRaFyKyxSNEOI1IUSeEGKvQ1uYEGKJEOKw8R7qsO5JIcQRIcRBIcQcV8ml0Wg0GvfiyhHN68DFLdqeAJZJKZOBZcYyQohBwA3AYGOfl4UQZhfKptFoNBo34TJFI6VcDRS1aJ4PvGF8fgO4wqH9fSllrZTyOHAEGOMq2TQajUbjPtzto4mWUuYAGO9RRnsP4ITDdllGm0aj0biUsrIyysvLPS3GeU1XiTprKyi8zRlJQogFwAKAhARdpEyj0XSMxsZGPv30U/bs2YMQghEjRjB37lxMJh0j1dm4+4qeEkLEAhjveUZ7FhDvsF1PILutA0gpF0opU6WUqZGRkS4VVqPRnL/s27ePPXv2ACClZMeOHRw+fNjDUp2fuFvRfA7cbny+HfjMof0GIYS3EKI3kAxsdrNsGo3mAqKwsLDNtpycHPbu3UtlZaUHpGqb6uqT5OZ+TlVVxpk37oK4zHQmhHgPmAZECCGygF8BfwQ+FELcDWQC1wJIKdOEEB8C+4AG4AEpZevayxqNRtNJ9OvXj1WrVtnzhplMJgoKCvjuu+8A8PLy4tZbbyU+Pv50h3E5p059Sdq+x1CPRMHAAX8kLu4aj8p0tojulpzNkdTUVLl161ZPi6HRaLop+/fvZ8OGDZhMJkaNGsWiRYuw2ZpLvCcnJ3PzzTd7UEJYv2E61dWZ9mUvrwgmT9p0TscUQmyTUrqtTnVXCQbQaDQatzNw4EAGDhwIQHFxsZOSAaiurvaEWE7U15c5LTc0lCOl7FaJNXV4hUaj0QChoaEkJSU5tY0aNcpD0jTTo8cNTstxcdd1KyUD7RzRCCGeA34HVAPfAsOBR6SUb7tQNo1Go3ErN9xwA1u2bKGwsJD+/fvTv39/T4tEn6TH8fPrTUnJVoKDhhMXd52nRTpr2uWjEULslFKOEEJciZrN/yiwQko53MXynRbto9FoNJqzx90+mvaazqzG+6XAe1LKlqllNBqN5rwgNzeXtLQ0qqqqPHL+6uoTnDr1JTU1bU4l7Ja0NxjgCyHEAZTp7H4hRCRQ4zqxNBqNxv0sW7aMNWvWACq8+bbbbqNnz55uO39OziL27f8pYEMIM4MH/ZXo6Mvddn5X0a4RjZTyCWA8kCqlrAeqUIkwNRqN5rygqqqKdevW2Zfr6upYtWqVW2U4evTPgIp8k7KRI0efp7b2FLt2L2DV6hHs2HkH1dUn3SpTZ9AuRSOE8AMeAP5lNMUBbrPvaTQajaupra31eHhzfUOp03JDQyn7D/ycgoJlNDSUU1S0hn37H3erTJ1Be300/wfUAROM5SxUFJpGo9GcF4SGhtK7d2+ntpEjR7pVhri4a1ssX0dxsfPkzJKSzUjprBC7Ou310fSRUl4vhLgRQEpZLbpbILdGo9GcgRtuuIHNmzdTWFjIgAEDGDBggFvP3y/5l/j796OsdAfBIanExV5LWdkeSkqalU1g4BCE6F5TINuraOqEEL4YqfuFEH2AWpdJpdFoNB7A29ubyZMne+z8Qpjp2eMm6HGTvW3ggGdJS3uMsvLdBAQMYtDAP3tMvo7SXkXza9REzXghxDvAROBOVwml0Wg0GoWfX2+GDn2Z4pIthASPwte3+9WEbJeikVJ+J4TYBoxDFSl7WEpZ4FLJNBqNRkNe3rfsTXsYKRsAE4MG/onY2Ks8LdZZ0d6os2VSykIp5VdSyi+llAVCiGWuFk6j0WgudI4cfc5QMgA2jhx9zqPydITTjmiEED6AH6qmTCjNJZeDUCHOGo1Go3Eh9fWtQ57Pt+zNPwS2AQOM96bXZ8BLrhVNo9FoNC1DnmNjr+lWSgbOMKKRUv4D+IcQ4kEp5Qtukkmj0Wg0Bn37/BQ/316UlG4hKGgEPeJu9LRIZ017gwFeEEIMAQYBPg7tb7pKMI1Go9GAECZ69LihVV2a7kR769H8CpiGUjRfA5cAawGtaDQajUZzWto7vfQaYCaQK6W8E1X4zLujJxVCPCqESBNC7BVCvCeE8BFChAkhlgghDhvvoR09vkaj0Wi6Du2dsFktpbQJIRqEEEFAHpB0pp3aQgjRA3gIGGSksvkQuAE1WlompfyjEOIJ4AngZx05h0aj0ZyJrKwsvv32W4qLixk0aBBz5szBYmnvI9GzHE9/iZMn38NqCSIp6VEiIy/ytEinpb0jmq1CiBDgv6ios+3A5nM4rwXwFUJYUOHT2aiyA28Y699AVfLUaDSaTqehoYH33nuPrKwsKisr2bJlC6tXr6axsZHdu3ezfPlyTp70TDr+goIVHD36FwoLV7e5Pjf3c44d+yu1tTlUVB5kz94Hu3yRtDOqbyN55h+klCXAv4UQ3wJBUsrdHTmhlPKkEOJ5IBNVSO07I/NAtJQyx9gmRwgR1ZHjazQazZnIy8ujsrLSqe348eMUFhaSlpYGwJo1a7juuusYOHCg2+Q6dvyfHD/+D7WQAX36/JReiT9EShu1tbl4e0dTXLzBaR8p6ykp2UpMzDy3yXm2nHFEI6WUwKcOy+kdVTIAhu9lPtAbNenTXwhxy1nsv0AIsVUIsTU/P7+jYmg0mguY8PBwvLy8nNoiIiLsSgZASsnGjRvdKldm5qstll+hvDyNDRtmsm79ZNatn4rFGtRqv8DAwe4SsUO013S2UQgxupPOOQs4LqXMN6p1foKqc3NKCBELYLzntbWzlHKhlDJVSpkaGRnZSSJpNJoLCW9vb6666ioCAwMBSE5OZsKECa22M5ncm45feRMczi+sHDj4NNU1mQDU1uZQULCS2NhrEcKCxRJEv36/wt+/j1vlPFva6/maDvxQCJEBVKJS0Ugp5bAOnDMTGGdU7axGRbNtNY57O/BH4/2zDhxbo9F0I2ozy5A1jXj3CUaY3ftQHzBgAMnJyRw7dgyr1UpERAQpKSns2LEDUEpm4sSJbpWpV6/7OHLkD/blxF73cbRFbrOqqqOMG/sN/fv9BiHMmExdP4ChvRJe0lknlFJuEkJ8hAooaAB2AAuBAOBDIcTdKGV07fcfRaPRdGeklBS+tZ+afYUAWCJ8ibx3GOYArzPs2XnU1dXx+uuvk52tHOkJCQnceuutDBw4kMLCQpKTk4mIiHCbPACJCT8gODiF0tIdhASnEhw8gpKSzeTlfW3fJjx8CkKYMJs7PMPE7ZwpqWaY8bG8M08qpfwV8KsWzbWo0Y1GoznPqT1WalcyAA0F1VRuzCFoVqLbZNizZ49dyQBkZmZy4MABhg4d6jYZ2iIkeBQhwaPsywP6/w6LOYDiks0EB40gOfnnHpSuY5xpRLMNVVVTAAlAsfE5BDXq6P29e2o0Go0D9XlVVO8pwBzkhbC0NpM1VtS7VZ6WUWcA5eXl7Nmzh8LCQvr160dcnOeT1FutwURHX463dzRBQcPx8gr3tEhnzZmSavYGEEL8G/hcSvm1sXwJyqmv0Wg0Z6Q2o4z8/+6GBgmANTEIU6AVW7mhXEzgN9L1Mxqqq6sxmUx4e3szePBg1qxZQ329ksHLy4uMjAwOHjwIwKpVq7j++usZMGBAm8eqqKjAx8fH5ZM8MzJfcfLb9O79MEm9H3LpOTub9l6h0VLKe5sWpJTfCCF+6yKZNBrNeUbF+my7kgGozygj/LaB1B4txVbTiP/oaLwTWoftdhaNjY188cUX7Nq1C5PJxLhx47jooou4++672bJlC0IIBg0axJtvNqdvlFKyYcOGVoqmoqKCDz74gBMnTuDj48Nll13mUnNbZuYrLZZfpXevB7tVqYD2KpoCIcRTwNsoU9otQOHpd9FoNBqFMLV+KEobyDobsq4RWWdz6fn37t3Lzp07AaV01q1bR79+/UhMTGTu3LmAMpu1xGQysX37dg4cOEBERASTJk1i5cqVnDhxAoCamho+//xzkpOT8fHxabV/ZyCEucWyqVspGWj/PJobgUhgkfGKNNo0Go3mjARMjENYmx833n1DKPnkMJVbcqneU0DB/+2l9njpaY5wbpw6darNtvz8fA4dOkRdXR2BgYGkpKTY15tMJsLCwvj88885dOgQ69ev59133211rPr6eoqLi10me2Livadd7g60d0QTJ6V82KWSaDSa8xavnoFEPzaK6rRCzEFeyEZJ8ZGS5g0kVO3Kx7t3sEvO37dvX9avX29fNplMnDp1iq+/VmHDfn5+3HHHHcydO5cBAwbYw5sXLVrkdJysrCzGjRtnH9EABAUFERXlOv9SfM9bCQocQkmJKnwWGjrGZedyFe1VNP8WQngB/we8Z+Q902g0mnZjCfUhcFIPAGrTW49ezIGum0OTlJTEvHnz2LRpExaLhdTUVD7//HP7+qqqKlatWsXkyZPZuHEjBQUFFBcXExAQ4PwdLBYmT56MxWJh//79hIaGctFFF2E2m1ueslMJDk4hODjlzBt2UdpbYXOSEKIfcCcqk/Nm4P+klEtcKp1Gozkv8e4VjF9KFFU7VKYpa4w/AeNjXXrOkSNHMnLkSECZzVQax2YqKyt57733KC1VSnDLli2MGDECf39/KisrEUIwY8YM/P39mTVrFrNm6cDb9tLuuDwp5SEjIGAr8E8gxcjs/HMp5SeuElDjWWzSRlFNEeE+4d3OAanp2oRd35/AaT2x1TTiFR/YZsCAq4iOjiYuLs5pwmafPn1YtmyZ03a5ubk88sgjZGVlERYWRnCwa0x75zvtLeU8DDWauQxYAsyVUm4XQsQBG1CJMTXnGWkFaTy+6nGyKrJIDErkL1P/Qv+w/p4WS3MeYY3299i5b7nlFjZs2GAvfJacnMy6deuoqamxbxMbG4vVaqV3bz03/VwQLYePbW4kxGrgFeB/UsrqFutulVK+5SL5TktqaqrcunWrJ059QXD151dzqPiQfXloxFDevexdD0rUPTi0JZej2/IJjPBh5OxE/ILcl79Lo9i5cycHDhwgLCyMiRMn4u/fPoV26NAhvvjiC8rLy0lMTOTaa69t5ac5HxBCbJNSprrrfO310Uw5zTqPKJnOwmaTbE4vwtdqZnh8iKfF6VIcKTnitHy4+LCHJOk+7F+fw/I399uXs/YXcf1TY7TZ0Y1s2bKFr776yr6ckZHBPffc0659+/Xrx6OPPkpdXd0Z58WUlpaSl5dHz5498fX1PSeZz3faazqbCPwaSDT2aSoTkOQ60VxPWU09N/xnI/tyygCYMSCK/96WitmNtuKuzPi48aw7uc6+PCGudb0OjTOHNuc6LReerKTwZAURPQM9JNGFx65du5yWT548SUFBQbszMZtMpjMqma1bt/LVV18hpcTLy4ubbrqJXr16dVTk8572BgO8CjyKSrLZ6Dpx3MuHW07YlQzA8gN5rD6Uz/QBuoo0wLMTn+VPW/7E7vzd9A3pS2ldKbM/ms30+Ok8lvoY3t0oTbm78At2NpMJk8DXhWG73ZnqA0WULc1A1jTiPyaGwCk9O+W4TcXMmjCbzaSnp/O///2PxsZGxo8fz6hRo8jJyWHx4sV2H83MmTPbzFtWUFDAt99+S15eHsnJycyaNYslS5bYo9bq6upYtmwZd999d6fIfz7SXkVTKqX8xqWSeID8itrWbeWt2y5Uwn3DeW7KczTaGrls0WWcrDgJwLsH3sXH4sOjox71sIRdj9RLenHyQDGVpXUgYNQlifgHa4XckobSWgrf2geN6mFd+vVxzCHe+A0796q506ZNIzMz0x6SPGrUKL788kv7+i+++IKQkBAWLVpERUUFABs2bMDb25spU6awf/9+e/bm6Oho3n//fQoKCgDYtm0bUkpqa52fE03HcTVS2igoWEpF5WHCw6YQFOTZkgbt5Uz1aEYaH1cIIf6Mii6zX2Ep5XYXyuZy5g2P47W1x6k3bvZgXyszB+rRTEsyyzPtSqaJDdkbtKJpg9AYf2753Xhyj5YSGO5DcKSfp0XqktQdK7UrmSZqD5d0iqKJjo7moYce4ujRo8TGxnLgwIFW2+zdu7eVcjh69ChFRUXs3r0bgBUrVjB37ly7kmkiIyOD/v3727M8AwwfPhyAhoYG6uvrXeazOXjwaU5mvwfAsWN/Y8iQF4iO6rS6lC7jTCOav7RYdoxSkMCMzhXHvQyOC+b9BeN4Z1MmPlYzd03sTXiA7n22JNY/liCvIMrqms2MOsz5+7FYzfQcEHbmDS9grLGto8CscZ0T6nzixAk+/vhjSkpKiIyMZMKE1r7FxMRE9u7day8RABAWFubk35FSsmvXLvuEzSZiYmKYP38+GzZsIDc3lz59+jBq1Ci2bt3KkiVLqK2tpV+/flx99dV4e3fe86S+voTsnA8dWiSZmf/t/opGSjndXYJ4ilGJYYxK1A+F0+Fj8eHZSc/ymw2/oaC6gJFRI3l4pE59p+k41hh/gi/tTdnSTGR9I37DI/EfHdMpx160aBElJSUA5Ofns2vXLiZNmsTGjRux2WyMGjWK4cOHY7Va+frrr6msrKR3795MmDChVSCBEIIrr7ySzz77jPLycnr06MHs2bPx8vJi6tSp9u3KysrswQGAPQnn9Oln9wi12eo4ceL/VCnnkNH07HkbJpP1NHt0j8Cl9kadBaNKLzeFOa8CnpFSui7dqgeRUrI9sxizycQIHfIMwLT4aUzqMYnK+kqCvdXs6Kr6Knbm7SQhKIGegZ3jyNVcOARO6UnA+DikzYbJu3OKh9XX11NUVOTUlpWVxR133MGUKerx5eWlgjMGDx7MgAEDqKurs5u6hg8fblc2QggmTJhA3759efTRR6mpqcHPr9kUWlNTQ1ZWFpGRkW2mtDl69OhZK5qDB39lH7XkFyyhuvoE/fv/mvr6YsrKdhMdPZ/c3Kb58SYSE9oXtu1p2vvrvgbsBa4zlm9FJdi8qiMnFUKEoCaADkGZ4O4CDgIfAL2AdOA6KaXrcm9/D9V1jdz0ykZ2ZJYAMDk5gtfuGI3V3N6KCucvFpPFrmQOFB3gnu/uoaS2BJMw8fDIh7lryF0ellDT3RBWE6Ld1Uracbw25is1KYAmBeOI2Wx28qfMnz+f/v37OwUDgAp5dlQymZmZvPPOO9TW1iKEsOdQc6ShoeGs5c899anTck7uIsLDp7Jn74+w2WoAKwkJC7BagggPn0pg4KCzPocnaK+i6SOlvNph+TdCiJ3ncN5/AN9KKa8xskL7AT8Hlkkp/yiEeAJ4AvjZOZyjXby9MYM31qfjYzXz4Iy+5FfU2pUMwJrDBSzZd4pLh7o24V9346UdL1FSWwKofGgv7XiJq5OvtisiTddi15Kv2fHtl1i8vBh31Q30HT3O0yK5hO+bGLtmzRp27NiBv78/M2bMoHfv3hw4cIBVq1bR0NDAmDFjGD16NAUFBWzbto3CwkIqKyuZNWsWDQ0NLF68mGPHjhEbG8vFF1/MsmXL7JFnUkp7AIEjCQkJZy2/lzWCmtrm/Gve3pEcPvIHQ8kA1HPq1OdMmriu7QN0UdqraKqFEJOklGvBPoGz+gz7tIkQIghlgrsDQEpZB9QJIeYD04zN3gBW4mJFs+pQPk99ute+fP8727llXGKr7XTIs1ImKzJXcLzsOFN7TqWg2jkSp85WR1ldmVY0XZD0ndtY+srL9uUv/vYH7vjrvwiNifOgVK6hrZRaJpPJniyzqKiId999lzvuuIMPPvjAvv1XX31FcHAwX3/9td2/s3HjRiwWC+Xl5XZzWmlpKRUVFVRXOz/+6uvrSUlJYceOHQCEhIQwceLEs5Y/OfkX7E17FCnrMJm86dv3Sfbte9xpm7q6QqSU3SrbRHsVzX3AG4avRgBFwO0dPGcSkA/8nxBiOGoS6MNAtJQyB0BKmSOEOKs444ZGG5V1jQT7ns5x5szqQ/nOx7BJgn0teFlM1DWo0rL+XmbmDO4cJ2VXoayuDD+LHxZT++3iv1z3Sz4/qup3vLjjRa5Kvoq9hc1KOiUqhfjA+E6XVXPupO92noVga2wkc8+u81LRWCwWhgwZwt69zfdmcHCwU4hyfX09O3bsaKWU0tLS7EqmiSNHjrQKg87KymLKlCmsXr3a3pacnMz8+fMZP348FRUVJCQktDn580xERV3MxOBUSko2ERo6Hi+vMGJiriAr6037NjEx87uVkoH25zrbCQw3RiNIKctOv8cZzzkSeFBKuUkI8Q+UmaxdCCEWAAugeWj6zZ4cfvnZXgoq6pjYN5wXbxxJqP+ZZ2MPjA1q1TalXxTT+kfx1sYMLCbBnRN7ExPsmlrg7qawupDHVz3O1lNbCfcJ5+nxTzMj4cwR6nlVeXxx9Av7cqNsJKMsg2cnPcuKzBX0Cu7FHYPvcKHkmnMhMrF1pqjIxF7uF8RNzJ8/n6ioKLKzs+nduze1tbUsX77cvl4IQVJSEi0T8iYkJHDw4EGn7M0xMTGUl5c7KZvQ0FCmTZtGUFAQR44cITo62h5CHRUVdU7VNsvL09ib9jBVVcfx909myOB/kNz3F/j6xFNSspmgoBEkJNzZ4eN7ivZGnYWjos4mAVIIsRYVdVbYgXNmAVlSyk3G8kcoRXNKCBFrjGZigby2dpZSLgQWgsreXF5Tz+P/20VlncqMs+5IIX9dcojfXjHkjIJcMSKOTccK+WTHSaxmwQ+n9GFUYigAKQmhTtumZZfy5voMAG4dn8iQHt3PRPTCjhfYekr9uQprCnlq7VMsvXYpftazn1QokczrM495feY5tVfVV/HWvrc4WHyQ8XHjuSb5mm7X+zrfGDhpGif27WHf6uWYLVZGz7uKuH4DPS2Wy7BarfYIM1ApYrKzszlw4ABeXl7MnDmTQYMGMXXqVNatW0djYyPDhw+3Fzn74osvqKysJD4+npkzZ1JXV8cHH3xAXl4ewcHBXHHFFZhMJlJTU0lN7dwEyPv2P0FV1XEAKisPs//ALxg18n0QAoQZIUx0l5BmR9pbJmAJsBp422i6GZgmpexQiTkhxBrgB1LKg0KIXwNNM7UKHYIBwqSUPz3dcVJTU+Xrny3j8hfWOrcnhvLGXWPYkVlCnyh/YoNPP0u3vKYei8mEr5cqxyqlZMeJEqwmE0N7BnOiqIrZf1tNdb1SZr5WM4sfmUJCePea9X3jlzc6mbsAFs1bRK2tlgZbA8Mihn2vUnhyzZN8eUyl8TALM/+Y/g+mxk8ltzKX46XHGR45HD+rHw8vf5jlJ5p7jw+MeIB7h9/rui+laTe1VVWYzCas3ufHCP1sqa6uxmKxYLU2m9fr6uqw2WxOSTQbGxupqamxlxaoq6sjKysLHx8fYmJiMJlcF4G6bHlfVCCuwmTypkfcjZzIet3eFhd7HQMH/uGcztMlywSgHvq/dVj+nRDiinM474PAO0bE2TFUUTUT8KEQ4m4gE7i2PQfqFx1IVKA3eQ4O++SoACb+aTklVfWYTYKnLx/E7RN6fe8xAn2ab7zqukZufXUTWzNUZPXUfpGMTwqzKxmA6vpGvt6bw71T+7T7C3cFxseNd1I0Mf4x/Hnrn1mfvR5Qfpb/XPQffC2tFfPvJv6O6fHTSS9LZ2rPqfQP68+7+9/luS3P0SgbCfYO5q9T/8qKEyuc9vv86Oda0XQRvP26V8eos2krLcz3hTw3KZnc3FzefPNNqqqqEEIwa9asDjn520tY2CSKitY4LE8mJ9e5rmRO7qcMGPD7bmUpaK+iWSGEuAFoyn9wDfDVabY/LYbPpy1tOvNsj+VlMfHaHaN59qv9ZBZVccmQGPbnllFSpVJLNNokf/r2APNGxPLS8qMs2X+K3hH+PHXZQPpGBfLupkwV3uxl5sHpfckrr7UrGVCRab3aGLlEdMNUNfcOv5fqhmqWZi4lMSiRyT0m8/zW5+3rd+Tt4KtjXxHhG8HC3QupbqjmpoE3cW2/a8koy2DRkUVklGVQWlvKAv8F/H3732mUSgGX1pby3z3/JcAaQHl9uf2Y4T7hbv+emu5JY3kdJV8eo+5EOd69ggi5PAmTX/uDe86W3NxclixZQnFxMQMHDmTGjBmYzWanbVasWEFVVRWgLB3Lly9n5MiRLstlNmjgnzl06DeUlu0gJDiVfv2eZtv2G2hoaHaLe3mFdSslA2dOqlmOGscJ4DGgqciZGahA+W08zpAewby3oHlewJy/rXZaX1XXyN+XHOaNDcrHklFYxbH8Sp6ZP5ifL9pj3+7et7dxaxvhzT1DfRnTK4zN6WrGcWpiKJcP637zarzMXvxszM/42RgVNf7O/ndabXOk+AjPbnyWBqkmmz2z4Rli/WN5duOzZFVkAfDmvjdpsDVQ3eAc4llQXcAjox7h95t+T6NsxM/ix0MjH3Lxt9J0B2y1jVTvzkfW2/AdFoE5oPVIoujDg9QeLgGgqqgGWW8j/GbX+JIaGxt55513KC9XnaJ169bh5eXF5MmTOXToEIWFhSQnJ9vXO+5XXV3tMkXj7R3J0KEvOrX17fsEe/c+iM1WixBWkvs+6ZJzu5Iz5ToLFEp1xkspM90k0zlzRUoP/vRtc8bWiX3DnUYpAJlFVXyxK9uprcEmCfK14GU2UdfYHN58+fA4fjA5ie2ZxUgJoxJDu12Poi1mJszkn9v/SVWD6rFZTVYCvQPtSqaJb49/a1cyTezI28HYmLFsyt1kb7s86XKu638dk3tM5nDJYUZEjSDIq3Vkn8Yz1NfWIExmLFbXjRLaQtbbyHt5Jw2n1H1WtiyTqAdTsIR4IxtsSJtEWEx2JdNEzUHXJQbJy8trpUSOHj1KcXExO3fuBGDZsmWkpKSQnd38nIiPjycszL25ESMjZjJxwhqKizcSHDwaH5/ul2H+jKYzKaUUQiwCRrlBnk7h3qlJhPhZWX4gj37RASyY0odnvthHWnbz8DPIx8LIhFA+3u6c/n5Kvyim9IvirQ3pWMwm7pzYyx5McL4l34zxj+GNS97g7X1v0yAbuHHAjUgp+feufzttNzxyOMszlzuZxJJDk/nZmJ/x+t7XOVJyhCk9p3B1skoeERsQS2xA9xvxna/YbI0se/Vf7F2xBLPFypgrrmXcVde77fzV+wvtSgbAVllP5ZZcTD4WVfisvhG/EVFYovxoyGverq0Mz51FaGgoVqvVKXtzaGioXckA2Gw2CgsLmT9/PgcPHiQ8PNyl/pnvo6LyMHv3PkRl5SH8/JIYMvjvBAYOdrsc50J7fTQbhRCjpZRbXCpNJyGE4MYxCdw4pjkFxE8v7s+xggp2ZJYQ7u/Fs1cOZdbAKLZnlrBoRxZWs4kFU5Ls4c1N7+c7A8IG8LtJv3NqWzBsAa/vfZ0G2cDlSZdzZfKVhPmE8czGZyiqKWJY5DAeHvkwQV5B2jTWDTiwdhW7l34LqMma6z54i8RhI4jt66ZSD20Ettoq6ihf1mwkqdqeR8CUHlTXN9JYXIslwpeQK/q6TCQfHx/mzZvH119/TXV1NQkJCYwfP75V9mYpJSkpKaSkpLhMljNx4MBTVFYeAqCq6hj79v+MsWO+PMNeXYv2KprpwA+FEBlAJcpnI6WUw1wmWScTHeTDovsnUlBRS7Cv1Z4k8y/XDefpuYOwmAT+bWSQPZhbTkVtAynxIZhMLjaXSQknt4HFB2LOPA/IVTyY8iB3D7mbBtlgN33NTJxJ/7D+HCg8wOT4ybqMczciL/1o67bjx9ymaHwHhWGJ9KUhX/n0TH4WLG0UhJPVjcT8ZDS2ynpMAdZONU8XFhZSXl5OfHy83eE/dOhQBg4cSE1NDQEBAfa2PXuU31YIweDBg8nMzKRnz54uDWs+HeXlaU7LFRX7kdJmzKnpHrRX0XT9yjrtpK1osbbS1kgpefj9nXxu+HEGxQbx3oJxZ5Xi5qyoLYc35ytFAzBwLlz7Jnjo5m45ifONtDf467a/YpM2wn3CWTh7If1C+3lENs3ZkTB0BNu++sy+LEwm4ge7r48orGaiHhhB1Y48ZJ0NvxGRSAml3xx3qrLp3TcEYRKYA8+c1eNsWLx4MRs2bACUeeyOO+4gOFhNuLZYLHYlA3DFFVfYszfn5uby9ddfAxAREcEdd9zhtK27CAubSEHBUvtyaOj4bqVkoJ0TNu0bq/xj9plNng4QSE1NlS3TSLSHhkYbf196mK/35tAz1I8nLxnQKh3NhqOF3PjfjU5tP724P/dPc9FwfuO/4NsWmXhu/hiSOzQntlMpqytj+gfTqbPV2dtmxM/gHzP+4UGpNGfD9m8+Z8e3X2Dx8mb81TfQb9wkT4tE9f5CypZkYKtpxH9MDEHTOidXXnZ2Nh988AHl5eUEBQW1yl82evRoLrvssjMeY+HChU5tkyZNYtYs5/9jTU0N3333Henp6ZhMJgoLVcLLsLAwHnjggVbh0u3FZqvj2LG/kV+wBG/vOIQwU1FxAH//ZEBQU5NFRPg0+vT5CWbz2U/A7ZITNoUQ81BlneNQqWESgf1A9/JIGSxcc4wXVxwB4Fh+JQdzy1j7sxnkltbw3b5TxAb7UOMwQbOJvDIXZnEuy27dVt5GmwcorSl1UjIA+dX537O1pisyYOJUTGYLFi8veo9w2/PltPgODMd3YOfPs3rjjTfsKfxbKhmA8vJysrOzOX78OLGxsSQlqVxwpaWl7N+/H39//zYVRHl5OSdOnCAzM5P4+HgSEhL46quv7KY2R4qKinjttde4556OFSY7nv4SGZlK0VVVHcfHJ55JE9eyafNlVFYeBlDZAoSJfsm/6NA53El7TWe/BcYBS6WUKUKI6cCNrhOrc7DZJNX1ja18LysPOj8kT5XV8tnOkzz16V5q6lVY8+TkCEL8rPaJnyYBc4erSKr6RhsNjdKesqZTGHIVbHwZbEZosXcQ9J4KtkYwdeJ5OkB8UDzDIoaxu6C55sZlSafvEWq6DuVFBbz9xCNUlZYAsPWLT7j5D3/D6nX++dmqqqrsSub7CAwMdBqtTJ06lUGDBvHqq69SV6c6VPHx8QQEBDgl07Rarbz66qv25dmzZ3P48OHvPU9ubm5HvwaFhauclmtqTlBUvMmuZJy2O48UTb2UslAIYRJCmKSUK4QQf3KpZOfIioN5/PyTPeSU1jChTzj/vDHF7p/pHx3I5uPN5V59rCaW7MuzKxlQBc/+c+solu0/RWVtIzeOSWBUYhhvbUjnz4sPUlnXyLzhcfzp6mF4WTrBXhqXArd+CltfA5MFynPgH8PBPwIu/iMMvebcz3EOvDjzRV7b+xrppelMT5jOVckdKq6q8QB7ly+xKxmAwqxMjm7dxIAJU75/p26Kn58fJpMJm635v2y1WhkxYgTl5eUMHTrUKZMzwPr16ykrK7MrGYATJ05wzTXXcPz4caqqqhgxYgSff/65035r1qwhKiqKzMy2PQhNaWw6QoB/P8rLm0dKZnMAQYGDsVrDqK8vctquO9DeJ2SJECIAlVjzHSO1/9nXKXUTNfWNPPrBTnJKVbrv9UcLec5hAucjs5IZ3UuFLwf5WPjDVUOxmFtHuJiFikTz8zLj62UivaCSpz9Po6ymgUabZNGOk7y9MaNjQkoJ29+Ej+6Cdf+A+hroPRmu/T8IiYf0NYCEynz49H6o7Eii7M7DYrLgZ/HDz+rXoWzPGs8hpa11m6112/lCywd8UFAQl112GTfccAODBw92UkKgAn9atoGKOvPy8rK/WvqzpZRcdtllhIcr859jVJoQgltuuaXD36FPn8cJChoOgNUaQnTUpRw8+DSRkRdhtarzBQQMom/fdldY8ShnSkHTF4gG5qMqaj6KytyciEqM2SU5WVJtN3k1sfdkGTX1jew6UUJiuD//u3cCeeU1BPlYOJhbwcwBsCTtlD0jwNjeYTzxyR4KKtQwfNGOkzw2ux8tYyf2Zpd2TMiVf4RVfzQO8jHk7IJrXlPLOc6x/DTWQv5+8DccuKUnoTgdeqaCxT3mj4eWP2QvMfD18a8pryvn2n7tynuq8TBDpl3Ejm+/pKZCTbgNiYmlb+r5WcrZZrO1mvFfVuZcPmvChAl89VVzqsYxY8YwZMgQ0tLSaGhQ/ee4uDgWL15s33f37t2kpKSwfXtzEbnx48fj5eXF3LlzCQwM5O2336a4WGUzkFJSWlra4do03t5RjE79hNraPDIy/uOUvTk29jr6JD2Ct3d0h47tCc5kOvs78HMpZaWxbENV2kwFfg3MdZ1oHadXuD89Qnw5WdKci2tgbBCTn1tBfnktZpPgyUsGqEmd/93EjswSQPllUhNDiQ3xxWwS/PjD5gd+g02SXlDpVH0TYGKfiI4JubNFnrG0RTDvBfDyV76ZI83hjPgEK9MawLp/wtJfg2yEgBi47TOIGtAxGdpJVnmWXck08enhT7Wi6SYERUZx23MvsH/tSixe3gyaPB2rz/lZKsBkMtGrVy/S09Ptbb1793baZvTo0URGRnLs2DHi4uLo378/Qgjuu+8+0tLS8Pf3x9fXlw8//NC+T9Oo55ZbbrEHA2RlZfGPf6jIS39/fyorK53Os3PnTpKTk8/p+3h7R5GTu8ipLTf3UwYO+P05HdfdnMl01ktKubtlo5RyK9DLJRJ1AmaT4L+3pTIuKYyoQG9uHptAaXUd+UYpgUab5M+LD/LmhnS7kgHllxmREMp1qfHEBLX+I8aH+vGfW0YxOC6IHiG+PHZRP64a2aNjQvq1iLbxDoQ9H8G/J8P+L2HgfAiMgx6pcOMHSgFVFcHy3yolA1CRCyvPrS5Fewj0CmxV9jnU58LInHC+EBgewZj51zDykrn4eGAuiDu58sor6d+/P/7+/vTp04fGxkZefPFFli5dSmNjI7W1tezdu5e0tDT27t1rHwEdPHiQvXv3snfvXqcqm034+fnRt29fZsyYQVRUlFMp55ZKpmn7zsDLyzn1ldUa0u1yLZ5pRHO6bo9r0pd2EoPignh/wXj78vwXnYuj1TbYyCisarkb2SXVfJeWy4miKib0CWf9UeUbSYr05+ZxiYT5ezF9QCcktZv5NLx/MzRUgzDB8JvgC4d0LiYr/GgL+IbCvk+h6ChED4FG5zDjNsOiO5lg72AWDFvAyztfBpTiuW/4fUgpWZ+9nqMlR5nYYyJ9QrpXfR5XUZpfTfruAgLDfeg1LML1GSW6KbLeRnVaAbbqBnyHtp3RuSMEBwdz4403YrPZeOGFF+zmrLVr12I2myktLbXnNGvKGJCSksJ3331nP0Z2djaDBg1i3759AISEhDBuXLO5sby8vJXPJigoyG5qCwwMtJd3Plf69vkpe/Y+jJR1CGEhuZv4ZRw5k6LZIoS4R0r5X8dGozjZNteJ1TlU1TXgazUjhGDeiB7symr2pwyPD+HmsYn8b1sWjTZ1wwR6W1i2/xRL96sq0l4WE89eOYT4UD/G9wm3p63pFPrOhEfT4MRGpUA2/cd5va0e9n+h2suMzMnhyRAzDHIdBplDz958VVVfddYO/fuG38ecxDkcKTnChLgJBHgF8MfNf7SXGvjrtr/y12l/ZUbCjDb3b7Q1Um+rx8dyfppsmsg+UsLnf99Jo2Fe7ZsaxZwfeC6dUFdFNkry/rOL+iwVPly2JIOoB0ZgCe+8/mthYaFdyTRx+PBhSkud/aoZGRmtRh+1tbWMGDGCCRMmUFFRQd++fbFY1ONSSklERATh4eEUFjYH6cycOZOoqCjKy8vp3bu3UyXPcyEycjYTJ6ymrGwngYFD8PHpfglrz6RoHgEWCSFuplmxpAJewJUulOucyCur4cH3drDpeBHxYb48d/Vw7p7UGz8vM0v2qcJn90/rQ3iAN2/dNYa3N2XgYzFz6dBYfvBmsy+irsHGqoP5LLzNRRPc/MNhgDEfJaqNuhslmc1KBqDwMFz8JyiZBIVHYeDlMPK2dp8urTCNJ9c8yfHS4wwJH8JzU54jPqh9s7HXnVzHbzb8hpzKHMbHjucX437BBwc+sK9vlI28tve1NhXNF0e/4Pmtz1NSW8JFiRfxu4m/O28Vzs4lmXYlA3Bkax7j5lcR3EZurwuZmsPFdiUDYKtqoGJzLiGX9D7NXmdHcHAwXl5eTmHLkZGReHl5OZm6QkJCiIqKYv/+/fY2IQS5ubls2LCBmpoahg4dyrx588jJyeHTTz+lsLCQmJgYhg8fTnV1NUOGDGHYMJXWJza28xWBt3ckkZEXdfpx3cWZ6tGcAiYYEzSbumVfSSmXn2Y3j/Ps1/vZZMyTOVFUzcPv72D9EzMI9rUS7GslxNdqn/sS4GMh2NcLH6sJL0trE0fTaMdlFB2HzQtVrrM+M+HocjBbYdz94BvSenurL1zcMb/Mz9f8nOOlxwHYW7iX3238Hf+Z/Z8z7AW1jbU8seYJSmpLANiQs4F/7/o3NpxDQhtsDazIXMGSjCX0DOzJzQNvpq6xjqfXPW2vcbM4fTHJIcn8cPgPO/QdHJGNjZT87yOqtm7Fd/hwQm+4HuHmWistsbVxv9gaXXwPdUfa+l918nXy8vJi3rx5fPnll9TU1BAXF8fMmTOpqanhgw8+oLCwkICAAObPn09cXBwnT57kyJEjWK1Wxo0bx4oVK+zmsd27dxMdHc3WrVvto6Tc3FyCgoK46aabOlXu85F2TdiUUq4AVpxxwy7CnpPOQ+O88lr+u+YYf/r2oL1t/dFCfj1vMNf8e4M9iuyzndlM7BvOuiNqOGw2Ce6Y2AuAU2U1nCiqYljPkM6ZoAlQXQyvzIKqArVs9oLbv4TYoVCRr/wyfuFQZQzPg3rCoPkdOlVNQw3HSo85tW3LU4PUnIocTlWdYkjEkFZOf4CTFSftSqaJoyVHmZs0l8+ONidrHBw+mIdWNPuZ1mWv4+rkq1sVUtuZv7ND36Elec//haL/+z8Ayr78ktojR4j9za875dgdZdj0nmSmFSGNB2nikHBCY1xXV6W74tMv1Kn+jPAy4z8mptOOX1VVRX5+PsnJyTz++ONUVVURFKTyGQYFBfGjH/2IsrIyezi0xWLhlltuoaKiAqvVyrFjx1r5YE6ePNnKFJeTk+O0nJ6eTmFhIcOHD7eb2jTtzwzQ6QghzMBW4KSU8nIhRBjwASqaLR24TkrZoRJ7E/qEcyy/eWjcO8KfxWnO6SA2HCvkzQ3pTqHKRZV1XDY0lvkjepBVXM2cwdEMjgvmlTXH+MM3B2i0SWKCfHj7B2PoGxXYEdGcOfhts5IB5eg/vBh2vwc73lZtUYNh9D0qKm34DW2PctqB6Xuyvb608yUW7l6ITdroGdCTV+e8SlxAnNM2iYGJxPjHkFvZfA3HxIzh0VGPMrHHRI6UHGFyj8m8sOMFp/125+8mOaR1eKefpXPMSCWffOK0XLpoETG//pVHI3ISBoVz7ZOpHNuZT1C4L/1Gd5+5Du5EWExE3T+cqu152GoaVOGzsM4xp6alpbFo0SIaGhrw9vbmxhtvpFevXs7nF4I9e/awbNkypJQEBwdz22232SdfNpUTaGxsznnYt29fioqKnFLLOIZOL1y40F6N86uvvuKee+5xiRmtO+LJXNMPoxJzNvEEsExKmQwsM5Y7xBOXDOSaUT0J9/diXFIY/7l1FGH+zhMbrWZBVGDryY71jZLFe3NZvDeXpfvyKKyo5bnFB+0mtNyyGv625PvzG50Vfm1U7KyrbFYyAHlpypQ24UcqHU0HMQszgV7OyjHaN9quZACyKrL4757/crTkKA8ue5ArP7vSHmn2z+n/ZGTUSMJ8wrg6+WoeSHmA3KpclmQsYVnGMpZlLmtVttkszPQM6NlKlpmJMzv8PRyxhIQ4ny84uEuEfUbGBzJ2bhIDJ8RitnavdO7uxORjIWBCHEEzEjpNydhsNr7++mv7xMva2lq+/fbbVttVVFSwfPly+6iltLSUVatWUVhYyPvvv88bb7zBgAEDiI6OJjAwkClTppCSksK1115LUlISfn5+DBkyhEsuURVUDh8+7FTy2Waz8dlnn7U674WKR0Y0QoiewGXAs8BjRvN8YJrx+Q1gJfCzjhw/wNvCvVP7MDguiOSoQPpFB/LwzGS2pBdRXqNuwPun9eWOCb35cncOh/OUU3JCn3BeXnGEU8Z8m4Onyqmqq3ca9QBkl1bTKfSdBX1mKL8MQER/iBveeruyk63bzhKzyczjqY/zmw2/wSZteJm8uHbAtfxl61+ctsupyOG+pfeRU6lMAkdKjuBl9uLuIXezYNgC0svSmdxjMr4WXx5a/hCHilXlv6OlypQW7B1Maa0yXd42+DZuHHgjizMWc6BIpQAaGTWSixI6x6kZ+ePHOPnjx6G+Hsxmon7yeKccV9N52KrqqU4rBIsJ38HhmDozEW0bNDY2tprTUlBQ0Gq7ioqKVmlnSktLeeeddygqUv7d/Px8pkyZwowZzQEu4eHh3HZb6wAcRyXTRFuZoy9UPGU6+zvwU8Cxix0tpcwBkFLmGLVvOsTSfaf44dvb7KOQuyb25um5g1j7sxmsOZRPv+gA+sWo3vc3D09m9eF8/KwWfL1MzH9pvdOxdp4oZXBcEGnZzWks5g13Ni11GJMZbvkEMjdCfaXKCFBXCd89DTUlxkYChlzdKae7KvkqxsaOZX/hfkZEjSDUO5T/HfwfmeXNSQFTolJYl73Oab81WWs4WXGSjw59BMDzpuf57cTf2pVME3sL9/LtVd+yOXczPQN72gujvX/Z+2zO3YzFZCE1OrXTRh1Bs2fju3Qp1bt24jtkCNa4TvpdNJ1CY3kdeS/soLFMRX2VR/sR/aMRCKt7s5E3KRQpJY2NjVgsFqKjo4mMjCQ/vzmTe+/evVm5cqXTvocPH2bGjBnU19djsVic7t3GxkaEEJhMJiIjI1udt7MmbJ4PuF3RCCEuB/KklNuEENM6sP8CYAFAQkJCm9u8vPKIU7TYmxvSuX1CIr/8LI3Vh/LpGerLH64aysQ+Efzuq/28uzkTb7OJH0zujbfFRK3DCKZfdCAPzuzLyyuOcrygkjmDY7hpbNvn7RBCQGLzxFJ8Q+Cub1WqmZpSGHU79Oq8IlU9AnrQI6A5m8Ers1/hlT2vkFOZwyW9L2Fq/FRe2fMKNY3NM6PjAuL45HCzP6TB1sAnhz8hxDvEKUigT3AfArwCWoU4m01mxseNxxVYo6Owzp7tkmNrzo3KrafsSgag4VQV1WmF+I3ohAnP30NbnRghBPv27eObb76hoqKCAQMGcMUVV3DrrbeyZs0aiouLGTRoEEOGDGHDhg1OZQZCQ0N56623OHr0KCEhIcydO5fevXuzePFitm7disVisZcZaMnAgW1MWbhA8cSIZiIwTwhxKSrzQJAQ4m3glBAi1hjNxKIKrLVCSrkQWAiqwmZb29S3CJO0Sck/lh5i9SHVe8kqruah93bw1GUDeX19OqDmzPxt6WEemtGX19alU1HbQEpCCA/NTCYy0Jtfz3NjjbeogXDlv9xyqtiAWH45/pdObb8c/0v+sOkPVNRXMDRiKLcOupUvj33ptI1N2vjNhN/wq/W/oqS2hL4hfXks9TEuVE4dL2Pf+my8fCwMm96TwE7yOXRrGltnRLbVNFK2LJOGohp8hzQXPqvPraRiYw7CLPAfF4u1g/OOmkYYjmYxHx8fPvnkE7vfZv/+/YSHhzNx4kQCAgKor6/H39/fniCzKRw6JiYGk8nE0aNHAWUK+/jjj7nooovYtGmT+oqNjXz33XdERLT2n3p5dW5J6u6M2xWNlPJJ4EkAY0TzuJTyFiHEn4HbgT8a7x32pN01qRePftCcEPPKlJ4cyHXO4FpcVW9PL+NIVJAPXz44iUOnypkxIAqLkQ2goraBAzll9IsJJMjHs3M1XM28PvOYnTibktoSYvxVyOnsxNl8l6FSdAgEtwy8hRkJM5jUYxIF1QWtItUuJPIyyvjk+W32+TKHNudy82/G4eVzYYe3+o2KpnxdNrJaPeDNId5Ubs21T9Ss2naKsBv649UzkLyXdiKNelCV2/OIeWwU5sCzf1CbzWbGjh3Lhg0b7G2DBw9m8+bNTttlZ2fzzjvvkJWlJkTv3LmTq6++mqFDh9KzZ09ycnJITk7mlVdecdqvqqrKKWFnE4cOHWrV5miWu9DpSv+EPwIfGultMoEOpwa+MqUnPUP9WHEgj37RgcwdHsfvv97v5GeJDfbhokExfLy92dFuEnC8oIJffZ5Go00SH+bLO3eP40RxFfe+tY3y2gb8vMy8cGMKMwee32GrPhYfYizN8xr+OOWPTD0+lfTSdKbGT2V4pApa8DJ7XdBKBuDgxlynSZlVpXVk7C0kOfX8vkfOhCXUh+iHU6janoewmPBKCCT/3845eiu35NJQWGNXMgCyuoHqvQUEjO/YfTV79mzi4+PJzs6mV69exMfHs2vXLieTWGRkpH1U0sT27dupqqpi8eLF2Gw2AgMDSUpKcgpnDgoKYsCAAeza1dyRFUIwdOhQduzY4RQO3TKk+kLGo4pGSrkSFV2GlLIQ6Jy4V2B0rzBG92oOH/7x7H5U1DSwZL9KQfObeYMZ0iOYJy8ZwBvr0/GxmrljYi+e+WKf3b9zoqiafy4/zO6sEsprVa+sqq6RX32edmZFU1UES38FJ7ZAwjiY9WtVnnntXyHtU1XcbMYvIbq1bbfDSAnr/g57PobgHur4MZ2TZ8tqsjKvz7xOOdb5hrd/6xGuTxttFyKWEB+CZiifZmNpLQjAwbJt8rNi8mv9GGqrrb0IIRg0aJCT3+TGG2/ku+++o7S0lCFDhjBu3Dg2b97sNCnT29ubJUuW2M1u5eXl1NTUkJKSwsGDBwkPD+eSSy4hLi6OWbNmsXnzZqxWK1OnTiUxMZHrr7+eZcuWUVlZyYgRIxg5cmSHv8P5Rlca0bgUPy8L90/vw6C4IJIi/Rkcp6LObhiTQKifF95WEz1DfWlokRoju6Sa7BLnlOG5pTVIKU8fPfXZj+CgUVwpf7/KAhA/VqX5Bzi1B7J3wiO71TyZM5G1DbK2qMCBWCMEuiQTDi2G0F4qfc3WV1Wtmqbjn9wOj+wBq/YXuJIhU3pwcFMuZfkq7D2uXwjFuZU0NthIHByO0NmbATAHexMwqQcVa5QVQfhasPYMQNoklmg/Gk6pLAFeiUH4Du74nLG26NWrFwsWLHBqGzdunN3E5uPjw4gRIzhw4IDTNuXl5dx4442tjjdp0iQmTXIO0unXrx/9+nWP0sru5oJRNGsPF3DX61vsFTRvHpvAwzOTmfviWk6VqSH1wJhAkiL9nbIKzB0eR2K4H+9tPmFvu2xY7JlDdA9923q5usi5rTxbVdOMGwnSBubv+TnWvwjf/aJ5ee4/IXIAvDkPGgwlOOz65lQ1TVTmQfYO56g2TafjF+TFTU+P5cSBIsqLalj30RGyD5UA0G9MNBfd5cZAki5OyGVJ+KVE0VBYTfmqLMq+SQdA+FkIvbYf5mBvvJOC3aKc58yZw/DhwykuLqZ37974+PgQGxvrlFZmyBCdebszuGAUzb9WHbErGYD3NmcS6G2xKxmA/bnl/O6KIezLKSOruJrLhsZw/egErkzpQUyQL1vSixgRH8ID0/ue+YSR/SFvX/NyRD+lHI43F0vC7KUma759FTTUwqg7Yc7vwaH2OFLC6j87H3v18xAztFnJAOz+AFJa1Cg3WSEs6cyyas4Zs9VEr6ERfP2v3TQ6+BsObT7FmLlJBEd26fJNbsUrLoDG8jqn7M2yqoGGvCr8R7nXrxUTE0NMTLMv8uabb2b16tUUFhbSv39/Ro8e7VZ5zlcuGEVT39Ay5Bmn+TJNBHhb+P2VQ53afKxmHp51liVZL/87/O92KM+BoB5qOSRBmbNObgWvABh3H6x4tnmfTf+CHiMhcSJs+a+aRzPiZmisdz52Y23rAmgAI++AgsNwYhNY/eGi30Dghe2QdjdtZWq2tRHmW1fTwN5VJyk+VUXS8Ah6D2894a8zyUs/xp7li7F4eTNi9mUER3n4vmhofZ1kG/9HdxMQEMCll17qaTHOO847RXMkrwKQrZJe3jGxF1syimjy/V0yJIY7J/bmo+1Z9rQ0PUN9uWjQmf+ApVX1HC2oYFBsED7fN8s5YSw8shdKTygFYzK2u2eZ8q34hsHej1rvl7lR+Vma0s5sf0sVN9v1bvM2Y+9VI5qjy5TJDZSPJn403P0dlJxQlTm9z++SvV2RodN7kplWaL/P4geFtZm9+Zt/7yHrgMoZe2B9DjNuG8DACa6J3ivMyuS9px6noV51TvatXs6df/23R0s6+/QPxRLpS4Ph1xJepk7N3nwuVFRUUFJSQmxsLGaze7MYnK+cN4qmvtHGfW9vZ+n+UwDMGBDFv28ZZU/pf+nQWD66dwJLjaizK0b0wMti4uuHJvPJ9pP4WE1cmxqPv/fpL8kXu7L5yUe7qKm3Eebvxau3p5KSENr2xmYLhLVRyCnEyCyQMEGVcZYOPTkvP+fcZrZ6pTCue0uNhBInQr85at0PlqkqnKGJMOwGh+O3r5iZpvNJHBzONU+kcnRHPkHhPvQf1/rhWVZQbVcyTexbm+MyRbNv9XK7kgGoKi3hyNaNDJk2yyXnaw/CYiLqvuFUbjOyN6dEYY3wvHlx8+bNfPvtt9hsNoKCgrj11lvbTC+jOTvOG0Xz7d5cu5IBWH4gj2/25hDi58W/Vh6hvlFy18Te/OziAU77xYf58fAslXDz4fd3UFbTwM1jErhudDw5pdX88ZsDHMwtZ1r/KB6c0Ydff55GjWGDL6qs4w9fH+DDezvobI/sB1f+B1b+EeqrYMw90GMUrHdOt49PCAyap16O9BipXm7gRPkJ/rH9H6SXpjMjYQYLhi1os3bNhUBdTQMbPz1G9uESonsFMu7KPvga9e6lTZK5r4jMtEKCwn2JSw4hNMafozvy2LXsBEIIBk+Ow2QSTkXSvP1ddy29/VuPXHwCOqHMxTli8rMSOLnHmTfsJPbs2cPmzZsxm81MnjyZPn36OK2vqanhu+++s4c3l5WVsWLFCq677jq3yXi+ct48KU6WtM6ovCerlNfXp9tDlrdnFhMTPIEhPYJYsu8U1XWNzB4cQ12Djdte3Ux1vZpstetECeEBXvx96WF7EbUDueVU1zVQWOnsG8kqrjo3wYddp15NSAl9L4IjS9RySAKM/sG5neMckVLywLIH7NU5DxYfRCC4b8R9HpXLU6x67yCHNqlOTeHJCipK6pj7oAo537nsBJs+UwXmCk5UkJdZxpwfDObbhXvt80dyjpYycEIs+9aqjL9WHzOpl/ZymbxDZ85h78qlFGerWfDxg4aSlOKi8uRdlIyMDD7++GP7cmZmJj/60Y/w9/fnwIEDCCGIioqyp6lpoqSkhOLiYo4cOUJ4eDhJSSq4pqamhv3792O1Wunfvz9WD1d27eqcN4pm9qBo/vrdIXtkmdUs8LKYnObFSAlL9p3i15+n2RXI898d5EfT+9qVTBNf7MpuValz9eECpvaLZNWh5tQSl3dWJucmhICb/wcZ61UwQJ8ZHp8Hk1GWYVcyTaw4saLLKBrZ0IBwYzXD9N3OYeSZ+wppbLRhNptI3+2ckr6iqJb963OcJilKmyQk2o/rnxpNyalqeg4IdekET9+AQG7/8wtk7N6JxcuL+EFDEY6RjV0QaZOdGuLcMkWMzWZj//79TqWZIyIiiI6O5tSpZstIbGwsL774on3G/+jRo5kyZQoLFy6kvLzcvs3dd9+tK2qehvPmyiRFBvD2D8by2trj2KTkrkm9qWuw8fLKo07b1dQ3OCmQU2W1HMgtb3W8gbFBrD5cQJHDCKZPpD9/uW4ELyw7zL6cMib2jWDBFBeEDwsBvSZ2/nE7SJRfFH4WP6oamkdvvYPb8D25mbrMTLJ/8lOqd+3CZ9Ag4p77E9592xF6fo6Exvhx6nhzOqPgCF/MRk680Bg/sg+X2NeZLSaiEoPYtzan1TEiegYS0dM9JiyzxUrSyK4fqlu57RSl3xzHVt2A/8hoQq7ogzCfu1JsqpzpSGlpqVNp5oKCAubMmUNRUREFBQUMGDCA/fv3O6WV2bp1K15eXnYlA6qc86FDh9rM4KxRdO1uzVkypncY/751FAtvS2VcUjiTkyO4dVwiZpNACDX5cljPkFb7BftaeWB6H6xm1YOa3j+S28b34g9XDSXISIyYFOHPzy8dSLCvlacuH8S794zjgel9sXbCn6Cr42f145fjf0mAVdn6+4b05eGRD3tYKsj55dNUGzmnavbtI/uJJ91y3ik39CMgVFVn9Q20Ej8ojOVv7efo9jxGX96byASlPCzeZiZfn8zAiXH0GxsNQvUhBk2KI3FI6wff+UxdVjnFnx2hdHG6SkWDSklTujid4s+OUJdVTkNJDcUfH8JWUQ+NksotuVRsyDnDkb+f6upqVq9ezRdffEFgYKBdEQghGDNmDMHBwW3uFxISQmhoKCEhIU5KBpQZub6+vtU+bbVpmhGOuX66G6mpqXLr1q1n3K6wopZGmyQqyIfK2gbm/H01WcXKpxPgbeGFG1PoExlAkK+F6vpGYoObo19q6hvJLa0hMdyvS5QJ9iRV9VUUVhcSH9Q1otoOpIxEVjv75gbsS3OLWchmk5TlV7PhkyMc29VsLpt8fTLDpsdTml+Nb6DVKYNzZWktQgj8gi6s9PF1WeXk/WsXGHOMzMHeRD44gvwXdtqVDmZB8OxESo1MAU34jogk/IYBnC1SShYuXOg0y/+GG24gLi4Os9mMv78/ZWVl/Otf/6LauIcCAgIIDw8nIyPDvk9qaiqOz5iBAwcya9YsFi5caE/SGRwczP3334+3d+vS8F0VIcQ2KaXbHHXnjensdIQHNN8A/t4WPv/RJD7ceoKy6no2HC3kzte3AHDVyB785VrnUso+VjO9IlrPg7gQ8bP64WftOlUD/VJTqVyzxr7sO2qU23wPJpPAx9/KsRY+mbQ12QybHt9mJgD/4O7zIOpMKredsisZUCOZilVZzUoGoFFSl1cFZuG0rXfvtkcdZyInJ8dJyYDKzjxgQLPSCgoK4t5772Xnzp0IIUhKSmpVFiA3N5c777yTQ4cOER4ezrBhw7BYLPzwhz9k165dWK1WUlJSupWS8QQXhKJpSZi/F/dO7cObG9LZcaLE3v7J9pNcldKTScmdm9BP4xpif/dbcp5+muqt2/AdPoyYZ55x6/nNVhMWi4kGh5Qz3r4Wtn2bztHtah7N2PlJbU7YvJAw+baRnTmwdfCDJdib8JsGUvrtcWxV9filxuA/umOTONt68Pv4tA6qCQ4OZurUqQBUVla2Kprm6+tLYmIiiYmJ9rajR4+ydu1aGhsbGTt2LP7+F/bv2x4uSEXTRJP5zJET5xqurHEb1uhoEv7zH8+d39tM6mW92PipCmc2W02Exfnbl/Mzy8nLKOeW347DdAH48r6PgHFxVG3Po7FEjWC8+4USMKkHtUdKqT2knPHmEG8CxsVhDvLCd/C5+6/Cw8MZNWoU27ZtA5TCiI2NZefOnQwYMMCudNLT0ykoKKBPnz6EhoYyYcIE1q5dC6gKmVOmTHE6blFREe+8845dGWVmZhIYGEhcXByHDh2irq7O6fgaxQXho/k+tmcWc82/1tMUAe3nZWbF49OIDtI3iab9FJ6soCi7krh+IXz3SppT1BnAtU+mEpUY5BnhugiyvpGaQ8UILzPefUMQQiClpPZYKbKmAZ9+oYjvS+d0DmRlZVFcXMy6devsBcyCgoK45557WLt2rb34mdls5uabbyYpKYmcnBwKCwvp3bu3fbRis9kwmUxs2rSJb775xukcEyZMICMjg5MnVUaPwMBAFixYQGCg5yfFfh/aR+NGRiaE8urto3lzgyp89sOpfbSS0Zw14T0CCO+hIvJC2ghvDgr3fGoVzyOoTiukamc+5kAvQuYm4TskAp8+IS49a8+ePSkvL3eqkllWVsbGjRudyjs3NjayZs0akpKSiI2NJTY2FoDa2lo+//xz9u3bR0hICCkpKa3O0dDQYFcyoGrYbNu2jWnTprnui3UzLmhFAzB9QBTTB0R5WgxNO2goKqL43fdoLCoieN5cfEeM8LRIrRhzWW/y0ssoOFGBxcvExGuS8Qlw76zxvPRj7F25BG9fP4ZfdCkBYZ4PpS5fnUXV9jxABQMUvn+Q2CeDMbuhEmnL2f6gwpFbWnPq6+s5fPgwBw4cIDw8nNTUVFatWkVaWhoAxcXFrF27lpSUFHbu3ImUkkGDBtGjR+s0Om2d80Lmglc0mu6BrK8n4+ZbqDuuMhQUf/ABiW++gd+oUR6WzBn/EG+u/8UYSvKq8Av0wqsNR7gryUs/xrtP/ZhGY15H2qrl3PnXf2H18aHw5AksVi+PlAioO9FiUnSDjfqcSmSEL7K2AWu06xzq/fr1Izg4mNJSNVHby8uLMWPGUF5ezv79++3bxcTE8M4779iXjxw50kph1NXVkZqaysyZM2lsbMRsNlNUVERISAglJSX244/ogp0gT+J2RSOEiAfeBGIAG7BQSvkPIUQY8AHQC0gHrpNSFn/fcTQXFpWbN9uVDACNjZT876Mup2iaCInyTBh42sqldiUDUF6Yz+Et60lbtZzMPTsBGDxtFnPufdit88K8egVRc6C5wqzwMlG1K4+qradAqvLNEXcOxuTT+Y8kb29v7rnnHnbs2EFdXR0jRowgPDycq6++ml27dlFQUEC/fv1YsWKF037Hjh1j9OjRZGZm2tt8fX2JiorCarWydu1ali9fjs1mIywsjIkTJ2IymezH1zTjiVCYBuDHUsqBwDjgASHEIOAJYJmUMhlYZixrNACY23CsCh8fTv3hDxy/6mpyn3mGxrKyNva8sPDyaz0yyDl8yK5kQCmjzL273CgVBE7ugf+4WISPGUuUH0GzE6nacsqeA64uo4yKjR3PAnAmAgICmDx5MjNnzqS6upp33nmHN954A7PZzJw5c+jdu3erkGghBBMmTCAlJQUvLy+io6O5/vrrsVqtlJWVsWzZMnv0WVFREbW1tcycOVMrmTZw+4hGSpkD5Bify4UQ+4EewHxgmrHZG8BK4Gfulk/TNfEdNozAi2ZRvmQpAOaICBry86lYtgxQKWjqT+UR/9KLnhTT44yYfSn7Vi+jLF/5QxKGDMfcRmbh0rzcVm2uRJhNhF7Rl9ArVC66ql15rbZpLK5p1dbZVFVV8eabb1JXp3IYnjhxAl9fX/r378+UKVNIT0+3p5MZPnw4R48eZezYscyfP9/pOGVlZa18PI550zTOeNRHI4ToBaQAm4BoQwkhpcwRQmgPvcaJHv/8J1Wbt9BYXIT/pMkcaTHHoWLFCqTN1uUzE7sS/5BQ7vjLy6Tv3I6Xrx8JQ4aRc+Qg2776lKaynxZvb3p7uEyAd99QhLcZWducS8x3iOsnSh8/ftyuZJo4cOAA/fv3Jz4+nkceeYSjR49SUFDA6tWr2blzJwCXXnopY8aMse8TGxvr5JcBdFLN0+AxRSOECAA+Bh6RUpa1114shFgALABISEhwnYAaJ7bmbuWZjc+QWZbJtPhpPDPxGYK83Ds3RAiB/9jmP7tXr17U7NvXvJyQcEErmSas3j4kj51gX47rN5ArfvJLdn73FRarF6PnXU1gmGezX5j9rUQuGEb5yhPYahrwHxODT/L3VKrtRMLCwlq1+fj48Morr5CVlUVCQgJXXHEFy4yRchMrVqxgzJgx5OTk8Nlnn5Gbm0t8fDw9evSgsrKSIUOGMKqL+gu7Ah6ZsCmEsAJfAoullH812g4C04zRTCywUkrZ/3THOdcJm5r2Ud9Yz6yPZlFU0+zMvb7/9Tw17ikPSgXVO3dy4sEHacwvwBwaSo+//Q3/cWM9KpOm67N06VLWr1+PzWajd+/e1NbWkp2dbV/fq1cv8vLyqKpqzhJitVp58skneemllygsbK5HNHDgQK6//nq3yt8ZnPcTNoUaurwK7G9SMgafA7cDfzTeP3O3bJq2OVFxwknJAOzO3+0haZrxHTGC5OXLqcvIwJqQgMnrwsqKrOkYs2bNYvz48dTW1hIWFsavf/1rp/VZWVlMmjSJlStX2ttGjx5NTU2Nk5Jp2lZzZjxhOpsI3ArsEULsNNp+jlIwHwoh7gYygWs9IJumDeID44n0jSS/urmyaEpU6xnSnkBYrW4pdqY5v/D397enl0lISHAKYU5ISGDatGlERUWRkZFBz549GTJkCEIIIiMjyc/Pd9pWc2Yu6FxnAF/vybGnoLlvah/GJunQxLbYmbeTZzc9S0ZZBtPip/H0uKcJ8ArwtFhdDiklO5ee4Oj2PILCfRgzL8ljc2o07aOoqIjPP/+crKws4uLi8PPzo7y8nAEDBjBx4kQaGxtZtWoVx44dswcA5OXlkZSUxLx58wgI6H7/A3ebzi5oRbMlvYjr/rOhKRgHb4uJFY9PIy5E56bSdIxdy0+w9sPD9uWgCB9ufmY8JtOFXTSvOyCl5OWXX3YascyYMYPy8nK2bNlib0tKSuK2227zhIidhrsVzQUdovNdWi6Oera2wcaqQ/nfv4NGcwaO73S+f8oKaijMqvCQNJqzobCw0EnJAOzfv98pTQ2ojAFN1TU17eOCVjSJ4a1nUSeGazOHpuO0rKxpsggCwnT1xe5AYGAg1haTW8PDw1vN9G9rO83puaAVzTWjejLDyNxsEnDz2AQm9NHVNduipqGGd/a/w7Mbn2V99npPi9NlGX15b8LiVAfGbDUx6ZpkfAN0NFxbNJbXUbYsk5Ivj1GXU+kxOWw2G7t27WLJkiUMGzbMrkTCw8OZMWMGc+bMsdeW8fHx4fLLL8ek52udFRe0j6aJE0VVeFlMuhbNabh/6f2sObnGvvz7Sb9nbp+5HpSo6yKlpDi3Cr8gL3zckAa/OyLrG8n96zYaiw0TlEUQdf8IvOLc71hfvHgxGzZssC+PHz+elJQUIiIi7AqlsbGRgoICQkND8ToPwui1j8YDxIf5aSVzGnIqcpyUDMCHBz/0kDRdHyEEYbH+WsmchpqDxc1KBqBBqkzOHqBlZ3XHjh1ERUU5jVrMZjPR0dHnhZLxBFrRaM6It8Ubs3Aus+tvdV39kO+j5sABsh56mIxbbqXk40/cfn5N5yG8W5dtbqvNHbRUHi2zOGvOHa1oNGckzCeMmwfebF/2Mftwz7B73CqDrbKSzDvupPy776jaupWcX/yCsm8Xu1UGTefh3ScE76Rg+7I5yIuAcbEekWXGjBlOy8OHD2fnzp2Ul5d/zx6as0VX2NS0i5+M/gmze80mvTSdCXETiPSLdOv5K7dsodEhUy5A+ZIlBF08x61yaDoHYRJE/GAotYeLsdU04DMgDJO3Zx5Ho0aNIiEhgaysLDIyMli9ejUAFouFW2+9lcTERI/IdT6hRzSadjM8cjjz+853u5IBlZm5JebQUDLuuJP9Q4eRfvMt1KWnu10uTccRJoFP/zD8hkd5TMk0ERkZSb9+/di1q7kgXENDg13paM4NrWg03QLvpCQi7r8PLOqB5Dt8OLUHD1K1cSPU11O9bRvZTzzpYSm7LkXZWax+93U2fPQeFcVFZ97hAqS+vr5VMbOWtWs0HUObzjTdhsiHHiL0pptoLCvDOymJAykjndZX79x5wRc+a4vinJO8/eSj1NdUA7B72bfc8Zd/4e2nJyc7EhISQnJyMocPN6cQGj16tAclOn/QikbTrbBERGCJUJNq/VJGULm+ef6D7/DhWsm0Qdqq5XYlA1BRVMjRrRsZNGXGafa6MLnuuuvYvn07hYWF9O/fnz59+nhapPMCrWg03ZbY3/6W7Cd/TtW2bfgOG0bs75/1tEhdEmsb4bpWbz1vrC2sVitjx+rieZ2NVjSabou1Rw8S33zDozIU51Zy6ngZMX2C7eUAqivqyEwrIijch9i+IR6VD2DojNnsXraYsnw1ITK2b3+SRmmTkMZ9aEWj0XSQtDUnWfnuQZAgBMy6cxChMf4s+ut26msaARg8OY5pNw/wqJx+wSHc8fxLHN22CYuXN71TUjFb9F9f4z703abRdJBNnx8DI0hJSrUcmRBoVzIAaWuzGXlxIkHhnq1xZPXxYcDEqR6VQXPhoj2nGk0HkFI6KRSAuprGVm1IqK9t0abRXGBoRaPRdAAhBIMmxzm1DZnSg8GTe4BDMc3YvsGEeyAjsUbTlehypjMhxMXAPwAz8IqU8o8eFkmjaZNJ1yQT0TOAU8fLiEsOIXl0NEII5j+SwtHteQSF+zJ4StyZD6TRnOd0qXo0QggzcAi4CMgCtgA3Sin3tbV9Z9Wj0Wg0HaPmSDHFHx/BVl2Pz4Awwq7tT/nqLGoOFmGN8SdoVgLmAC+q9uRTuTkXk4+FwGnxePUIoO5kBeUrT2CracB/TAx+QyNprKijbGkm9bmV+PQPI3BKT4BWx6zcnkfFqiwAAqb0IGhqfLNMNTWsXLmS7OxsevXqxZQpU0hLS2Pnzp34+/szefJkoqOjOXHiBOvWraO+vp4xY8bQv39/ysrKWLlypX0ezbhx47DZbKxZs4bjx48TGxvLtGnT8PX1ZdeuXU7HNJlMrF69mvLycoYPH05KSopHfpP24O56NF1tRDMGOCKlPAYghHgfmA+0qWg0Go3nsNU1UPDqXntARPXOfE7lVtKQWwVAXXoZ9TmVBM1KoOidA/b9ag4VE/VgCvkLdyMN/1Xt4RJMd1soW5pJXUaZfX9Zp9aXrzhhb6s9WkJDfvME1LJv0rFG+uI7SE3k/eSTTzh06BAAmZmZZGdnc+TIEfv2x44d4+677+bNN9+kvr4egKNHj3L33Xfz5ZdfcuqUCgPPyMjAZrNRXl7Opk2b7McrLCxk1KhRLFq0yH7Mo0ePYjKZqKxUlULT09OxWCwMHTr0nK/z+UBXUzQ9gBMOy1mAnj2l0XRBqnbk25VMEw2nqpyW6zLKqNzuXNBM1jZSsf6kXck0Ubn9lF3JNFG9t6DVeR2VTBMVG3LwHRRBfX29Xck0cfz4cWe5q6rYtGmTXck0sX37druSaWLfvn2tygUcOXKkVQ2b6urWMu3bt08rGoOuFgwg2mhzupWFEAuEEFuFEFvz8/PdJJZGo2mJta0gB6vzI0X4WLBEtA7ttsa2LpxnifBF+Dj3fc2hPphDW2QxMLd+TFgi1TksFgtBQUFO6/zayOkWHR3dqi0yMhKr1bkqakhICCEhIU5tAQEBhIWFtdq/JaGhoWfc5kKhqymaLCDeYbknkO24gZRyoZQyVUqZGhnp/nT1Go1G4R0fiHe/kOYGsyDkqmTMQaq3L6wmQub3IXBiD7wSjYe/AP/xsQSMjsV/fKy9a+mVGETgxB6EzO+DMJSVOciL4Et6E3xJb6djBl/RF1NQ84jCFOhF8MW91HohuOyyy+wjDj8/P+bNm0dcXJx9/cSJExk5ciQjRoywHyMpKYnRo0czZ84czGZV6TMkJIQZM2YwZ84c/P2VYvTy8uKyyy5jwoQJrY45depUhFBfKDo6mgkTJnTCVT4/6GrBABZUMMBM4CQqGOAmKWVaW9vrYACNxvPU5VRSn1eJ79AITCYTstFGfW4VljAfTL7NI5T6U5UIbwuWkObcaw0ltcjaBqzRzSMcW3UDDUU1WGP8EGaldNo6Zs3hYgB8kluPHGprayksLCQqKgqLkQXh1KlT+Pr6Oo14iouLaWhowLHTWlVVRWlpKdHR0ZiMJK0NDQ3k5eURFhaGj0/zCKvlMcvLy6msrCQ6OtqudLoi7g4G6FKKBkAIcSnwd1R482tSyu/NlKgVjUaj0Zw9F3rUGVLKr4GvPS2HRqPRaDqHruaj0Wg0Gs15hlY0Go1Go3EpWtFoNBqNxqVoRaPRaDQal6IVjUaj0WhcSpcLbz4bhBD5QEYnHS4CaJ3vwrNomdpPV5RLy9Q+tEztp7PkSpRSum3Ge7dWNJ2JEGKrO+PK24OWqf10Rbm0TO1Dy9R+uqpcZ0KbzjQajUbjUrSi0Wg0Go1L0YqmmYWeFqANtEztpyvKpWVqH1qm9tNV5Tot2kej0Wg0GpeiRzQajUajcSla0Wg03QjRlXPPa85bzvW+04qmAwghrA6f9TU8B/T1az9CCCENW7cQItGo3+Syc51uWXN6zqfr1eK+GymE8D7TPi3Rf/KzRAgRDMwUQngJIeYAkzwtU0uEED4On28WQtzpSXm+DyGEj5TSZnweI4QY1cnHFw6fu/297vBnfwx4GjV5r9Np8WCZa/xOXcqZ2/TbCiFGCCGiPC2PIy2uX5gQIqSp3aOCdRCH7/IQ8CoQfrbH6PZ/Pg/gD/QGlgJ/QVUB7TIIIfoDjwohko2m/sAJD4rUJoZ8vxVC+Agh7gZeAd4XQjwthOjRCccXLf4gdwkhvM6wW5dHCHE7cCXwEyllrhAiyLFj0Rm0uG6/BRIczt8lHpZSSimEuARYhIN8XQGH6/c46sG8WAhxeVdT1meDEOIK4HZglpQyWwjRVwgR0979taJpJ009YillNlADjAU2YFQ97yp/QKAn6o93pRCi6Q/o60F5vo8owAo8B8yTUg4DZgBDgDuFEHHncnCHP/uPgBuBFVLKunMT2f049Nyb7q8+wFdALyHEk8D7wH+EEAGdfN6xwK3ANCnlISFEqhCiZ1d5WAohBgB/Ba6SUm4VQiQJIZKFEF3iXhdC3AdcKqW8EsgFXhdC3OJhsdpNG8+zSuBD4CYhxK+Bb4FnhRDD23M8rWjagdE7bjLxzAbeBuYAh4HfCyF6GT2seCGE2VMyAkgplwGbgADgCtToa7AQItSw63eqeepscVDY64C3gHogWQjRQ0p5AngKGAb8SAgR24HjTxRCXG58DgJmAz8CSoUQtwshnhVCzOqkr+NSHEdlQLDxvhoYjSp3ng/8EyhD/d7ncq4gIUSk8TkRCAX2A/OFEH8D/g0sFUIMPpfzdCKVwJfAZCHE74APUIpnjieE+Z4H8x2GmbMOuAd4WQhxl9uFO0taWAOihBBhwEEgGpiGugcvMTZvV760LlfKuSvSwpSwAJgrpVwphKgArgIeEkIUAonAY0CFO+VrcWPcDgwF1gKzgMHAOCAWGAR4CSFuNEZmbqWFwp4FLEMpmiDUNfyn0Xv+FfCkse5siQOeE0I0Sim/EUIcA36BGj0dRtmXx6NMn10ah9/0fmCMEOIwsBW4G6iRUtYIIa4CpqBMXB3CMCmOBZKEEP1Q1+ge1L09BvhISvmoEOIl1L2Udg5fq6MyCqMzF4t6buUAxYZ8/0MpmQeBfu6WDZx+q0ApZbmU8k0hRARwMXCHYW66C2XC/VBK6dZnxNnQwvQ3GWV9eAV1j5UYv8NcVIfw2fYeVL/a8UL9wbYAIcbyCNTDewTwKLAOGNIFZHwXCDWWp6D+gE8BCUabVxe4lg8Ce4BexvJYlAntTw5yWs/ymMLh88PAPmAUEIL6szcd9zbga8DX09fhDN/HbLzfBKwB4oEjwDNGuz9wA3AAGHwO52matJ0ErALSgcvb2O4aYC+Q5MFrMg81Wl9kPPhiAJOxbgSwDZjpZpmGAf0d7ruFqNHfKOM3+g/wCEpxv9J0H3b1F6qTsdj4/D7wMcpNIIBrgfXA0HYfz9NfqKu+HP6ATe/TgXeAO4C/AduNP94gY72fB2U0oXqhHxhyzXLYZpbDzW5xfCC7Uc5eDp+noBR2kzIcYsg+BngB+A1g7qicwAPAv4AlqJ73xUa7FTUSSGv6zbriC2WaSDI+ewE/Byai/CXfYShg1MhtPND7XO8f4/M1qFHev4HHgVSHdVeilJ3HOlLGA301KtLublRHIthYNw41Or7CzTJdAmxE+UWvBVaiTJjHgd8b9/GtDs+LrnzfiRbLFxnK5ucof0zTfZeAMuPGntXxPf0Fu+ILo5dkfI5z+Px346E93Vj+F/CDtn4od94YgLfx3jTE/QUwwGH9NCDaQ9eyJ2oEE2wsTwJeA24GnkeNbLahnNzDgKhzONcQlF8hxnggXWMcv+n3+jUw0NP31xm+w9NAVZMCQY3AdgJLHbZ5HOV3MnXSOaejRnlWYCDwZ+BXhjKbhFJ0MR6+LgOB+1Ajg40O1yfFeO9lvLvlf4jyBR2heTTzFCqY5QfAYof/ZIDxHuzpe6ud3+tG4567GtUh/ITm0fXDwOdN3+2sjuvpL9aVX6je8RJU7+S6FuuuxkOmhBZK5j6UKeFtVK8q2HiQP8k5mFQ6Sc4ZhjIJAkYCDxnt/zEU4kxj+TXgho5eB4f3/sDnDuu9gP+ion7Guush1MFr5di5eRHVK+5hPOw/N37neJS5bAed1DsGpqLMIn92aBsL/NFoP8U5jJo6Qb7hqF50PLACZTqLM9ZNR3VSerhZpksMJWMDJhltd6P8ot843I+/AJ52vEe72sv4rf/tsPw8zVaAt4E3gMuBh4DdHX2mePyLdqUXMMHh4XebceP0MG6elcAvjXXTgc143idzI8o5PB641Hig3oYyRf0P5Ts6K19HJ8o2B2UumGos34yyX9/cYrsrUaOOs3qY4axsQxw+r2jxx7kf1UPv4+n7q53f6x5Ux2Y7yl8SQ7MPaykq0qrdtvHTXTdjORZlsvwEY3RgtMcDqZ5QMg4P6kGokNqPUCapG4z/3U3AvaiOXit/kotlSzFkSDaeF+XGvR6F8nHdhQpIuJ5O7BC48Pv4o0bM/zaWXwWubvodgJ+gggBe4xysATp7s4EQYjTqYk5C2VavAj5D3dzzUX/GB4BlUso/CSEipZT5bpZxoiHfNtTNMR3Vm/u7sX4wyo80G2U6KpZS5rhTRgc5P0fNj1knhAhFme/Mhmy7pZQvCpVZ4XfAnVLKvR081/3ATNSf+ivUw/kDoBr1sL4CuEx6IMquPQghoqSUecbncaiQ7xmo0OWfoUwxY6SUOcZ1rJcdjFhqEZ14E9CAuk5focKkS4D/SSl3ndu3OneEEPOAn6KczoNQIdz3oHyOKUAYavS6tEUYuKvlGg40SCnTjOX5qN/sEgcZE1EP6Z939L52B0IIs5SyUQjhj+rELAMaUfdeGlCEUvAHUM8SW4dP5mmN2lVewFzUA/w2VG8pFDUy+JjmyJZvUBo/zAPyzUENXf+F6n3+3Hgtb7Hd/wHJHryOJpRy/hT1wIw1rus8Y93VKKXdZEY7K58MYHH4/AOUkzoZpVQ+Ms5jQXUKHsbD5sMzfJcElE/G11juDbzm+D2BL4BSVI33zjrvj1Cj9UtRk4+noHxpL6D8kJ4eqVtQZpspxnIyapT3FhButJk9LKOJZt/FFSglM9VY9gECPX1/nUZ2R2tAkw/JH+VbshnPmP9Dddg+oBNMkx7/0p5+tbjoW1FD4eHGck/U3IvZKBPPorN9MHaSjKNRPY0muS5D9UBiDZm+QznC70L17Ht6+JoGoUwHrwPZwH0O6/xRpo+/c5YOUtT8oFtQk8R8UQ7rSOPBuQLlJP8KNZLy+L11hu/iZTyQglA99KuMa7MHuN9huztQZtBz7jygetmRKHOUN2rO11cYIe8o88+fgUgPXxsrKjjhJw5yz0dl4ljoaflaXlPjfZ7xkL7M0zK1R17j8z0of+B9gJ9xT34FvOywjX+nnNfTX9zTF9zhPRZ409Dk3wIRRvsdqN7fmqYHvQdk7Ymap/OcQ9s3NEfc/Nu4YRbTRXrwDsrmM+CaFuv86ECPz1BQH6F8U94oU1wC8LWx3owyKf75bJWYm6/NRageeiSq9/4wqreeihrVZBnf4Y/GvdfhB2uLB4vVuG6voUJuP8EIy0eNAPvQSZFsHZHR+C2bHP1jjHv8ZmN5rHGP/x8wwY2ynfFB6yD/xThEe3blF/BD494aZ9xvLxm/vw/K9/VCy/vnXF4XrI9GCJEgpcw0Pl+BukkelFLWCyH+gYp2uVJKWWyk5qiSUlZ6UN4eqEitA6hh+khUpFalwza+UspqD4nYCiFEICpiZSqwRUr5aicc80bUiO4bVK/XHxWJNAflwP4BakRw6lzP5QqEEBejJtH+GFgrpSwXQsSjbPwTUb6Sk6gRdDTKZ9Khmfht+GRMUsq3hRB/RymWYClllbHucWC+VGmA3I7h63gc5RdYi+pZx6PMeRtQ/shLUMEd66WU77hBptmo32ShlPLkGbZ1m5/oXDBS5cShQv2fQJm5b0BNC/BGhWnnocLZMzrtxJ7WrB7S5sEoE9OPjeVRwB8d1nujenw76EI9Y1QE3FKgyKHNozPc+Z6RCc29vKaRzTvArR04fqseFSqM+x3gFmP5fpSPZivnEJHlhmsVjxHEYSw3maxCUSObe1E+wEs7+bwPofxk/R3a/m7c3y+j5kt4cjLmRJQyCUcFhxxHPfBiUcp2EipzwQSUadHlEYSGTDkoBWd1aL8eGObpe6kTvl8IKpvCUmM5CRW1+hQuiFS9IHOdSSlLhRAPAs8LIapQM46rHNbXCiGeQDnbQ1DOWLfgkNOpVQ9JSnnSyGX2qhDiOSnlT6UHRzBCiIuAuUKIP8o2orqM71AmhFiMinBad7bnaLoGQohrUJFGm6SU/xNC1AE3CCFsqLkyH6GigYrO4Su5GhtwQEq5QggRjsp7NQE1ev6tlPLfQmUfniOEWANUtLwHzhYjQeY1KHNdlRDiatTE2F8BA1BO7eeklOnncp5zkC8C5Rt4GGXGmY2a4PskSjH/TUq5VggxDDUKvEVKedQNog1EhfyuaNE+CPVA7hYIIWKklLnG5yuBXsC7UspTRoLbGOOe64t6Dr4qpexIjsHTy3GO93G3ouXD2/iTv4DKtFqLirDwRdmytwGrz/WP3gEZI6SUBWfYpgfqwbpWSvkT90jWSoaJKKfyLcAq2ZwscwGwVUq53Vj+XsV5huP7SSmrjM+PoKLVlqLCpD9AOYUvRdma35JSfthZ382VCCF2onrKA1EBDLtQvfRvUX6ITJTCLOng8R3NZcFGp+pF1EN8J0Z6H9Q9/6A8l5DVDuJwT0xE5bdrin77C/CJoYh/j3qoPyqlPG48DH3d1ZEwng0rUH6yClSC1wOoVE6nUCPqXCnlbnfI0xGM58RvURGgAag5MYdRQR+/Qo0if4cybfsAN0op97lClgtmRNPiDxgO2KSU64WqV/JPlBP2FOrPHgp85gElcwnwlBDi5pY9TCGEqemhYIxsrsazv18c8GIbPb4AmsON7ZylkrkMuEgI8WdUIMR4KeVkI5tsMMo/tcAYATSgHtRdmqbfT0o5QqhCb1WoQIk6KWWDEOI/QNCZOhlnwuEefwxIEEI8g8ofdzPwqZQyXQhxAyorr0cwlMw4VNTbL6SUZYbM5cAzQog/ocxkTxhKxmSM3N0yejeeFesNf9qzqLlZh1DmtApUoEI98Iw75OkIQtUnKkSZk2ejTGMzpZRFQoifoiI1JcpXk4SaJ3NaP9Q54Uo7YFd8oRyOn6Fm915ptI1CTQy7y4NyjUL1NqY1PSuM92eAGZ6+bm3IOwNlQvgNyszxFGrU8Smqt3c5DjPNz+K4l6N6+VcYy74o39RlqOwMFtSfYy9wr6evw1l+tzbnfqCi6ezZrDvhPD9ERUk2RXA5zvm4ny7gy0KFc9twDuWOAP6ACtd364z/NuRrmjt3J0ZKFmP5OpQTPcTT99NpZL8YNQ8pguYkpPtRI9imbX6CilKd5A6ZLpgRDYAQ4l6Uo3WGEGIR8IphXnjd8Mn8RgjxOcrZ7m6Tgg2VXmQjOI0A9qFs7MvdLM9pkVIuN/xFj6N6fEdR9t8K1IgjDxUy2W6EKg37Y1Si0i2GucSGMvUMBL6Tqvd/DPUg/aRzvk3nI4Twly2iFKWahe04su6LmiB8FSqXXnonnX4wKuQ9WAhxHaonvlsI8R5qtHmnlNKto0AHc1kcUC6l/MSQ7fdCiAwp5VdSjeaedDD5eSySy+H/H2DIFILq+d+CqupZ4gm5zoRQ2Tb+jMoqUS2lrBRCfIoymaYKIW6QUr4vpfyz4edMd4dcF5SiQU3GbKp614CaI/OOEMJLSrlQCHGJlLLGQ7LVoeYRLFQRiNQBx4y2/kKInwB7pZTfeEg+O00PACnlYsOZ6yulfMVYdzNqkubvpGESOQtqUSaJGiGED+rPMgn1W4Wh/ih9UWaVedJI3dLVMEx/44QQ/5VGCH0Tjg9OKeURIUQRKrfUwQ6ey1Fx+Rj37y5U52QBShmvRnUCslCTIBs6cq5zwVAyV6BGVLlCiH2o+Tw/B35r/AcXGduWNu3jarm+T5kJISxSygYp5QtChemPQOWdu1pKecDVcnUEoaZh/Br1G38rhPARquJvIKpOVSMwzbjWb0op/+E22TzUYXA5Lf6AQbLZDhyOuuh3SymzhBCfoYaXc6QHqt4JI9+Q8XkYav6ED8q0Z0b5ji5HDXM/lS5y1nUUoeqgX4aS1xu4HWX2OusHp1Aa9jGUTXkwyvm/FjXsvxQ1v6QKFQRxpFO+QCcjhBiLCla4A1jj8NteDpyQRh4xR59bJ533h6jIoRMoJ3Y5amReJlQVzidR97hHovKEEENR88Bmoyar9keZrsuFENejHpBTgAJ3jWJaPCNuNZq9pDHfq+Vv5Phf7YoYfpl/oiL4AlEm1OGoztpzqEwd16FGtU9JKcvdJdt5O6JxuIEeBoYYo4SFqGRxx4HrDedjAcp26e7yyxOBQ1LKfIcRwm4hRE9UsaTnpZSFQk2mywP+Lo0oLDfL2eYDselPJ9UEwBDUHIgYlFmhQ71zo9f7H5S/LB4VkFFrnG8BsF1K+XFHv4ubGI7KVLCyRfslKP8V4GSaOWeEEHegTDp3o/wvv5JS/k0I4WuYN59AZWfwZOi3Dypv2zSUafVmQ8kMkFJ+IIRYJd2cpNbhGfEIKsXNi8AvhBANUso3pJS2Fve/2yP0zgYpZYUx+noXFbDwNeqe+zXKLL8Dlf3E5E4lA+exogG7GedKVG94L0qpbEPZ90ehwvpubWnecINcE1DJOscJIYpa9JIOoJzsrwohdqF6IFd5QslA8wNRqBn5jUC2lHKt4W+wSinrpZQvGtucc4/PUPgbjBfGca9F5XLrslE+DqwEnhBCvIoyIeahQpbDgPuNB0GGlHJbZ5xMCOGHygF3PyqEeSMqZB/U/7sMmOupEaAQYgBKsWxC9axvMOQ5LlTd+fuEELdIY66HB+QLBEZKKacLIZ5EBeS8LYzwescOgaf8Re1BNEc1XiuEmIWadPlNkwlQCPEOKq3W2ZqzO0e+LnztzpqW9lZjNJOGMj9dg7Lr1wohAo3eVJC7L7xhHroOVbNiL2qW8/MthvGjUH9Of1Tv+JA7ZWyJYVv/MyqNuDewUUr5H2Odpcnm39nOWyFELGom9j3A9bILp1x3RAjRHxUIkYcK5ohAOZXHo8JkH5RSZnXw2Mmo0aMfsFOqcNWHUBmE66SUFxvb/QI4LD08v8gw6Y2RUt5tyBSNuu8zUUW2npRSfuFGeVo+I4JQeeZKUOamm6SUNUKIO4F9UspN7pKtI7R4brTZ0TPM20+gTNqeMTnLLhCO1xkvnJMH/hgVbnsLbVe9+3XLfdwsay9UlFYW0M+h3e0JDdsh6z2oiphRxvJ8VGLDBW44ty/K/9PX09fhLGRuus9+iENYOsrP9mPUXJmOHvsy1PykRajKr1mokd5FqBHDJahZ9tegJmd6rGw1zTXmvQzZ7kIpx5tRmRz+hZHp2F3/Q5yrmI5Dhc37oiL/8jHS8BjLe4B4T99Pp/ku4ae7/4zPSahgizQ8XW3X0xfMBT/A5Sg7ZBjK4bjMuMkH0MllcM9SrqYHkAk1UnkP5Yu46VwePq6S02H5VyjbdFNtkFBD2XyEB+cddYXX6R6QxgO1ABUc8TQqEqzDf3bU3IiNGDVPHH6bY6isu9fRnHl8OR6cJ4My5T3WpGhR+cL+ZCidpv+B95muoat+K5SzfBVqzs4nqJQ8PzOu5YuGMu8SWdC/57tcjur8nTFTtHFfeLy6bLc3nYnmWf7Fhr3138BoKWU/Y/1c1I3eCxXF9QvpZhNMi+FtCip2vQ5lRngNpXTekh7ywzTRQs7+wHEpZZ1Q4eBPokwgx41rPg7lnHd7Bc+uQItrlYjyXdW32OYu1EPXF/iHlHJ/B88VhlJa86SUXzqEMSPUzP/rUA9LH+Pl9pxvLa7HZFQNpbtQ/8cilHXhN9IDpihDnkaUoh4DPCulnCmEWIhK+nqjlFIKIVJR/8ti6aEs1mdCqAqfX6CCKdY4tF8P1EgpPzOWOzWq8Vzp1opGCHEpKqIiHTgopfylUOWM/wwck1L+yNguEJVLyUe6OdrCEeOBPRcVrmtG5U0aifoOX6HSkXtU2YDdt3UpcATIl1L+WgjxK1RU0wyp5n90qRvZUxi/6RBU2d6m5IV2v1UnnucyVN6taVJFI3rL5oi8VcBjspMCDDogW9NkzCmoIm47UKOCnijTazXKhPMdyk/gtrlqhvL4GlU4rtQIs74e5T+7BBVoU2040DdID5YCaQ9Cpam6SUp5a4v2h4Ec2UVz/nXbqDOh8hD9HJWLKAN4XKiJSGnGn/8nQoi/SSkfdVAunZ6V9CzkHY/KSjBdCPEWStHUSSnXCSF+g6qP/joOWaQ9gVAzi69EpZj5DGXmQ0r5GyGEF/CVocy77HwCd2GEFV+JGmkUCyGCUb9pdWdE4DkipfxKqEzVm4UQqcb5rMYoqgQ12dUjGErmYlRpjb+i5sv8R0r5FyHEL1EBJL7At25WMmGozOsrUc8DP1TKpEtQnc7BxnYLUBUyN7tLtnNgHfBfoWb7l6AiVHNQptVwoaYanGoa2XQVTJ4WoCMYN9DXwF+MC+oFzAT+LoR4CRXZ8xzQU6gssJ6QUTi+GzJuEkI8iopCulOqEOFJUsq1qBQkJZ6QtQUmVOngH6Bk/iGoCXdSyl8AE6WaMd19h8IdxOG3bCIGdR8mCSF+jjKBLjSiGTtdEUuVFeJHwFYhRKhURfpuM+TwWJYEQ8Fejhqt70Z1lt41VkspZbGU8sdSyiVtXENXyXQ5qtZONaqzdDeq+F4pyjezSwjxN2MkcC8q+s0job/txbAilKHSMZWg/qu7UJ2+TahUTUOMti5FtzWdGaaE36FmYD+Pcqy/inpIHpZS3iL+v71zj5a6vM7w83q3omKVKGKiXTYkWptoiMSsSFAiGG9QL4k3FLFio8YUFYwhNUZjlWiSZXR1Vdvmgl2GaGJUvLVabyyNd0UCRk1L0daqTQhiFbkIu3+838jkeI7iOcz8Zs7sZy0WZ35nmPMxZ2b29+397ndLu+J8a1PrCF3y1VuEu7O3xWaTW0XEsPK9U3GK6qioxpVgQO3nyo6+22MHguuwH9Ve5Xtfxjn3vwKWd2KQqUeejbOo3DwDO0pfjbvyDwEuauRrrqRPLsEfpMdhBWDT6o6SdsaNqavqagJnY2ugwcAXIuIFWRa/qL6W0KT1DcSB7nRcczkXq8oGADMj4qFSg/wSdpu4LVrMcaMnaidlebbM1rHG+ukg3Az7rVYMmG2bOiuphFU4HzwtIqYDSPocMEs25qvkxVMXZE4B9pS0EB/LZwEflnQJTvdNwoOcqggyQ4Hxkm4quf3tcUF7vqRrgW0knYStxCcCE5qZ9mglSu1haO1NjSd8XhoRj0l6FBffl8lWLyPxDJCGEW7EWx8rpvaIXo567g3ldfMLvCH5tKTBEXEllusfhp+XF0ptZDr+MG8qEfGqpJdxW8NLETFSdtw4Bg+bU0Q8iDcJLUv9hrXudu2k/Cr2iNseCxo+jzesLRdkoE1TZzUi4l/wrPiJZRcD/hDYhIrtImRXgmNwTngCVgVdg+27hSd3HtPMnWgXNscv0LFy9/Z6ZV3gdd6JPzQ/hoNMWzRLNohV2GX45HJ7M9Zs0pYCITsRT8cKpoansSLiFmxV38wgsyv2cftaRJyFT1SS9JGwNdDtwKGSbsXZhbPjnVY8jV5j7TV8I1Z1bgQQbpC9GQtxvizPw2lZumRFPia7gdcbst6DndNfx+nBw1v5Pdq2qbN6SirhUvzCPwrPuGj6k16nvtkYz3u4CxsdHo+b01aouBI0e211a3xbLVbSByfh/P4ewGL8PG6F36BzsWSy/V8kvUAedRvld7on8FOsFByOrYwewQFnC1x3WxBNtjNqJpL2xlNn1yu35+LU0xBsIHpaSRHvjFNmz3bdlTdwbV13/9tggcRPcJ/ayHJ9N7yBuj4qsr15P8jCps/gSaMvlGvrXNXYaPpFoIG3i39NTyWUn30AVrKswvPXX5JtH6ZgN9r9yv2mACujifbcXdZZv0saj+3j/xg3F47AOexZuPdjAzxY7Pkq1lo1XZ6rUbgH4+O4FjMEf4BtjQPyq1he/Eo1q20e5bX+d7i5cXZEXCCrEecBP6ylsCtc30TsTrwS18qWS7od2CAiRpf7bBQRK6pc59pQUrFnAWPCc2UG4xrp79XiTtJdadsaTVfCjWwDo8l9KJJG45TJ5TjNNBl3GT+B/ZxuK3nUEfgD/dhmrq+eug/Or+B03pyImCNpJQ6Sy4DrIuJpdXifTN1zdSZ2QpgUEQ8WIcDPsILpqnLqGRjVOiM3jVIfmoRrNGPKtRXy+OWBVa6tKPDOxNmEr+B051URcYCkx0s9chwVtjm8G3UZkdp7r+YL98lSe94b2FzSwe22qWnrGk1XKggyo/Ap6vDwDIsHgMFFBLAY21nsjHfBE4DjqxAoSNqs7usdsBfWgRExr7y452Ol2TY4x74RFgF0NJKG4wL3IRHxXNlFPoVTodMlnRh2zO2IIFMjIu7CfSfPAcjD6KZif7CmIWmYpOHyZFZwiumCUrs9ulybWtY8DKvQ3t5EtBJdUn/bl7//DZ+Yz8cB50Tsar5t81fYN/rNiaYifoeNAv8Ud9FPw8FmKPZSOiAi7ihChbcqUpftAkyQdG64uW99LMetNfitjydY/hqfzFa0Q1qhSazEG4aVReW1unwgPFSUaG9Wu7zqiIjbJK2WtBTPd5ocEXc06+fLct6LgO/i39HLOPB9StLsiHhFtue5sSjjXmrl+lndCfo0YH9J87Bp6knl+6skHQ7sh33j2ooMNH0gPKhsL+AOWWp9ahQLCElvAedJmhgVNmJGxK8lXQrsLmlZRPxKtiyZIumScI/PX+IO98M6Nch0JyXFH15LsSHr0yXfP17uI/lWJ6cWwapP2Utwi3KKaAqSRgLfx35f9d5pc3B95gBJ9+Ja4/pYmdXyyL0xR+KRDzfg0e2rJG1WUmcX4gF2L1a4zF6RgaaPRMSjZXc7G9iw7lvP42NvJR9GNZlnmEWSLga2k3QOlqiOBe6VrSy+iOe9dHyQKTvKwTitfAFWDk4Dnpe0BKfNxnZ6kKlR0mjvCNQNZhhwRUQ8XK/Aioi7ZMPXYbgWugGe/VOZyvPdkLQPsCQiniyXtsQWPofgjEOtz+eDuNt/dPRyjlHVZKBZB5RTwhh8snkLy4VPAE6oKh9c98G5bUS8EhEny3Y8X8cpsvNxTn05nt3+myrW2QrUPVd/jQv/Z+N5KbvjetZTWNI8CDg4ejmquj/TZAnzn2APMyiee3UF9Lm4jrECp6sXdftgrcFAYIGkrcs6/wvP6nkxIkbA28Kd7fB47pYUMawN/Ube3ArI3dCPYLuLfaKXtvB9XMMn8NCphyWdjptGHwOuDHf9Twd2xFbpLdvg1WwkDcJB+G/wWORP4d/jUGypsqjJu/akB4oIZxrw1Yh4vCj/iIjVRSV4T90poeXocoLeCfdkHQY8ijeBy3GbwU5YxTqh3d+rGWjWMXL39Koqdr2SNgBOwTnem3Fj2oVYrbISS5d/Ken7eDc1qYPTZX8g3y6pxoG4HvOdiPhMqcXcjYvMn8cb90yZVUxRUU7FQpxro4xHkGeyTMEq0JYt/HdTDzwFy7GPx8KG/fE01UW4L6+par5GkIGmnyBpWPlyOTbAPAm4KSIukbQVnio4EPhFRMyWNCgiflvNalsH2Ux0BW6snS1pdxysT8N2RjsC10SLDsLqVCQNwY7Mn8MngWU4zXlEq+7+JW0Xa2YWHYZHLf8kIv5HbjT9Gj69PCi7i6xu53RZPRlo+gFF6nkxto+5H3gNf1gei8ctPygPf/sGFiecFx1qkFmPpC/g5+w6rFC6Dgslfo53kyNxATZrMi2IpE1x4X8/PJPlnoh4rtpVdU8JjOcDt+CT2FTgGTwc7hsRcY/ccHoZ7tt6oKq1NoIUA7Q5PUk95bk8S4Bpki4qweZ8PPCpI4OMpE0j4s3y9THYUmZURCyQJyxOwwHmYLzbXJ4nmdal/C7vL39anbdwrXRfnJ7dr9T9zgJOL9m0q2WXjrbq+l8bMtC0Pz1JPRdLmolTCt+WNCUiHqFNegrWNfLY7zGSvlfy9yNYU8tagOXpwsXYLSPin6taa9J/KGnrN8INpPPw+3E0niN0WXgKaQDnSloVETOrXG+jyEDTpryb1LOO7fBAOHBqoSORDVf/FjgPS0iJiFNKV/u3Jf1FRPy21siKZ6skSZ8o4py9gBGSfo+tY67ATaR7Sjo6ImZGxPckrcAOC/2SrNG0OWsh9bwTmN+painZB2smno3yqOzjtimWgP+u9BaNwEXkfpeySKpFHldwC07F7ltaDIZgZdlw4OGI+FGVa2wG/cpUs0N5GOeoj5Q0LGzyuLpIPY8BXu3UIFNYjqXdyyRtgoPy9cBNkv4e9848C/y4FqSTpC/UXDkKi7GT+23AaaU580VsMfMUsKukLSpYZlPJE00/oB2lns2ivOnPxJb2f4Ydce/HrginAzMi4k4V48XqVpr0B7o0Yw7D0vnf4LlPk4FBETFR0seBXYDbI2JJT4/XX8hA009oJ6lns5E0AMuXP4h7i5aX6z/AkyF/nF3/ybqkpK3H4/rpYuCHuD54EvBp7Is4NjpksGAGmqQjKT00X8Vmoln8T9YZkj4KXInHhLxZ/Mo+invdXsR2M3Mi4t8rXGZTyZx00lFIGixpMvBNbHqaQSbpE11qMuATzGpgN4CIuBwbsn6p1FB/3klBBlLenHQer+Kc+bhOe7Mn654uNZlBwHqlZ+Yh4M8lvVacJe4CtuzUFG2mzpIkSfqIpKlYjLMjtjXaGBf7B+OxIaPxOI75lS2yQjLQJEmS9AF5gNl0YB/gk8BReNrnvcCH8NTPOyNiQRXrawUydZYkSfI+6Cb9tRnwSvEQvL84TlyLG6XvxqMmOpoUAyRJkqwlXWoym5fLc4AlkvaRtElEPAHcikczdycW6DgydZYkSfI+KcrFvXBD5gnAGbg+swxYiD3zRkXEwkoW2GLkiSZJkuQ9qD+VSPoIrsNcAHwAuAb4AR6//AYWARyUQWYNeaJJkiRZSySNw139O0bEd8u1G7Cf3gkRsVTShv1lMua6Ik80SZIka4GkI7B0+Wjgi2X8BBFxKLAVMKPc9a1qVti6pOosSZKkG7pMZD0W+AT2ElwEHA+MLdqAWyNitKQdADqxIfO9yBNNkiRJF8pE1oslfahc2huP3dghIt7Atv9zgPGS9geIiP+uYq3tQJ5okiRJ6niXiaxvAt+RNC4inpd0O1adza1ute1BigGSJEkKazmR9bPA4cXTbIOIyJrMe5AnmiRJkjV0nch6Dk6bbSppLnAq8I/ADEkHZpBZO/JEkyRJUsiJrI0hTzRJkiSFiAhJVwG/5J0TWU8GhpS7vlzREtuSPNEkSZK8BzmRtW/kiSZJkqQHJA0GjgQmkUGm1+SJJkmSpAckbQqMAp7Niay9JwNNkiRJ0lDSGSBJkiRpKBlokiRJkoaSgSZJkiRpKBlokiRJkoaSgSZJkiRpKBlokgSbKUr6qaT/kPS0pNskDe3hvgMlndrsNSZJu5KBJul4ir/VDcC9EbFzROwKTAO27eGfDMTmio1eVzZUJ/2CDDRJAvsCKyPiytqFiJgDPCnpLklPSPpVmRcPMB3YWdIcSZcCSJoq6VFJcyWdX3scSedKekbSnZJmSppSru8u6aFy/xskbVWu3yvpIkn3AV+X9J+SNizf20LSwtrtJGkXcseUJLAb8Hg315cBh0bEa5K2AR6SNAtbx+8WEbsDSBoDfBgYDgiYJemzwFLgcGAP/F57ou7nXA2cHhH3SboAD9maXL43MCJGlsfeCTgIuBE4Crg+Ilaus/95kjSBDDRJ0jMCLipBYzV27u0unTam/Hmy3B6AA8/m2P23Nnf+5vL3ljiY3FfuPwP4Wd3jXVv39T8BZ+NAMxF7biVJW5GBJklgPnBEN9ePBQYBwyJipaSFwCbd3E/AxRFx1R9clM7o5XreqH0REQ9I2knSSGD9iJjXy8dMksrIGk2SwN3AxpLePi1I2hPYEfjfEmT2LbcB/g+fVmr8K3CipAHl3w6R9AE8MOsQSZuU7x0EEBFLgMWSRpR/fxxwHz1zNR4v/KM+/j+TpBLyRJN0PGXY1aHAZZLOwbWZhcA3gcslPQbMAZ4p918k6QFJ84DbI2KqpF2ABy1g43VgfJk5Pwt4CngeeAxYUn7sBOBKSX8ELMBpsZ64BrgQB5skaTvSvTlJGoikARHxegkos4GTI+KJ9/kYRwDjIuK4hiwySRpMnmiSpLH8g6RdcW1nRi+CzBXAAcCBjVhckjSDPNEkSZIkDSXFAEmSJElDyUCTJEmSNJQMNEmSJElDyUCTJEmSNJQMNEmSJElDyUCTJEmSNJT/B+XM4ApoG+fUAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cat = ['Calories', 'Total Fat', 'Cholesterol','Sodium', 'Sugars', 'Carbohydrates']\n", "\n", "for m in cat: \n", " plot = sns.swarmplot(x=\"Category\", y=m, data=df)\n", " plt.setp(plot.get_xticklabels(), rotation=45)\n", " plt.title(m)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distribution Calories" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " Calories mean - 368.2692307692308\n", "\n", " Calories median- 340.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plt.title(\"Distribution Calories\")\n", "ax = sns.distplot(df[\"Calories\"], color = 'r')\n", "\n", "print('\\n Calories mean -',df.Calories.mean())\n", "print('\\n Calories median-',df.Calories.median())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Vitamin C Swarmplot" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "plt.figure(figsize=(12,5))\n", "plot = sns.swarmplot(x=\"Category\", y=\"Vitamin C (% Daily Value)\", data=df)\n", "plt.setp(plot.get_xticklabels(),rotation=70)\n", "plt.title(\"Vitamin C (% Daily Value)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calcium Swarmplot" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "plt.figure(figsize=(12,5))\n", "plot = sns.swarmplot(x=\"Category\", y=\"Calcium (% Daily Value)\", data=df)\n", "plt.setp(plot.get_xticklabels(),rotation=70)\n", "plt.title(\"Calcium (% Daily Value)\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Trans Fat Swarmplot" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "plt.figure(figsize=(12,5))\n", "plot = sns.swarmplot(x=\"Category\", y=\"Trans Fat\", data=df)\n", "plt.setp(plot.get_xticklabels(),rotation=70)\n", "plt.title(\"Trans Fat\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cholesterol Swarmplot" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,5))\n", "plot = sns.swarmplot(x=\"Category\", y=\"Cholesterol\", data=df)\n", "plt.setp(plot.get_xticklabels(),rotation=70)\n", "plt.title(\"Cholesterol\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## about ordering egg whites instead of whole eggs" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "whites = df[df['Item'].str.contains('Egg White')]\n", "whites_cal = pd.DataFrame({'Item': whites.Item, 'Calories': whites.Calories})\n", "whites_sort = whites_cal.sort_values('Calories', ascending=False)\n", "whites_sort.plot.barh(x='Item', y='Calories', figsize= (10,7))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get caloric intake contribution from Beverages category" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ItemCaloriesMenWomen
110Coca-Cola Classic (Small)1400.060.07
111Coca-Cola Classic (Medium)2000.080.10
112Coca-Cola Classic (Large)2800.110.14
113Coca-Cola Classic (Child)1000.040.05
114Diet Coke (Small)00.000.00
115Diet Coke (Medium)00.000.00
116Diet Coke (Large)00.000.00
117Diet Coke (Child)00.000.00
118Dr Pepper (Small)1400.060.07
119Dr Pepper (Medium)1900.080.10
120Dr Pepper (Large)2700.110.14
121Dr Pepper (Child)1000.040.05
122Diet Dr Pepper (Small)00.000.00
123Diet Dr Pepper (Medium)00.000.00
124Diet Dr Pepper (Large)00.000.00
125Diet Dr Pepper (Child)00.000.00
126Sprite (Small)1400.060.07
127Sprite (Medium)2000.080.10
128Sprite (Large)2800.110.14
129Sprite (Child)1000.040.05
1301% Low Fat Milk Jug1000.040.05
131Fat Free Chocolate Milk Jug1300.050.07
132Minute Maid 100% Apple Juice Box800.030.04
133Minute Maid Orange Juice (Small)1500.060.07
134Minute Maid Orange Juice (Medium)1900.080.10
135Minute Maid Orange Juice (Large)2800.110.14
136Dasani Water Bottle00.000.00
\n", "
" ], "text/plain": [ " Item Calories Men Women\n", "110 Coca-Cola Classic (Small) 140 0.06 0.07\n", "111 Coca-Cola Classic (Medium) 200 0.08 0.10\n", "112 Coca-Cola Classic (Large) 280 0.11 0.14\n", "113 Coca-Cola Classic (Child) 100 0.04 0.05\n", "114 Diet Coke (Small) 0 0.00 0.00\n", "115 Diet Coke (Medium) 0 0.00 0.00\n", "116 Diet Coke (Large) 0 0.00 0.00\n", "117 Diet Coke (Child) 0 0.00 0.00\n", "118 Dr Pepper (Small) 140 0.06 0.07\n", "119 Dr Pepper (Medium) 190 0.08 0.10\n", "120 Dr Pepper (Large) 270 0.11 0.14\n", "121 Dr Pepper (Child) 100 0.04 0.05\n", "122 Diet Dr Pepper (Small) 0 0.00 0.00\n", "123 Diet Dr Pepper (Medium) 0 0.00 0.00\n", "124 Diet Dr Pepper (Large) 0 0.00 0.00\n", "125 Diet Dr Pepper (Child) 0 0.00 0.00\n", "126 Sprite (Small) 140 0.06 0.07\n", "127 Sprite (Medium) 200 0.08 0.10\n", "128 Sprite (Large) 280 0.11 0.14\n", "129 Sprite (Child) 100 0.04 0.05\n", "130 1% Low Fat Milk Jug 100 0.04 0.05\n", "131 Fat Free Chocolate Milk Jug 130 0.05 0.07\n", "132 Minute Maid 100% Apple Juice Box 80 0.03 0.04\n", "133 Minute Maid Orange Juice (Small) 150 0.06 0.07\n", "134 Minute Maid Orange Juice (Medium) 190 0.08 0.10\n", "135 Minute Maid Orange Juice (Large) 280 0.11 0.14\n", "136 Dasani Water Bottle 0 0.00 0.00" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cal_bev = pd.DataFrame({'Item': bev.Item, 'Calories': bev.Calories})\n", "cal_bev['Men'] = cal_bev.Calories/2500\n", "cal_bev['Women'] = cal_bev.Calories/2000\n", "cal_bev" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }